{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import xarray as xr\n",
    "import numpy as np\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import geopandas as gpd\n",
    "from rasterio import features\n",
    "from affine import Affine\n",
    "\n",
    "def transform_from_latlon(lat, lon):\n",
    "    \"\"\" input 1D array of lat / lon and output an Affine transformation\n",
    "    \"\"\"\n",
    "    lat = np.asarray(lat)\n",
    "    lon = np.asarray(lon)\n",
    "    trans = Affine.translation(lon[0], lat[0])\n",
    "    scale = Affine.scale(lon[1] - lon[0], lat[1] - lat[0])\n",
    "    return trans * scale\n",
    "\n",
    "def rasterize(shapes, coords, latitude='latitude', longitude='longitude',\n",
    "              fill=np.nan, **kwargs):\n",
    "    \"\"\"Rasterize a list of (geometry, fill_value) tuples onto the given\n",
    "    xray coordinates. This only works for 1d latitude and longitude\n",
    "    arrays.\n",
    "\n",
    "    usage:\n",
    "    -----\n",
    "    1. read shapefile to geopandas.GeoDataFrame\n",
    "          `states = gpd.read_file(shp_dir+shp_file)`\n",
    "    2. encode the different shapefiles that capture those lat-lons as different\n",
    "        numbers i.e. 0.0, 1.0 ... and otherwise np.nan\n",
    "          `shapes = (zip(states.geometry, range(len(states))))`\n",
    "    3. Assign this to a new coord in your original xarray.DataArray\n",
    "          `ds['states'] = rasterize(shapes, ds.coords, longitude='X', latitude='Y')`\n",
    "\n",
    "    arguments:\n",
    "    ---------\n",
    "    : **kwargs (dict): passed to `rasterio.rasterize` function\n",
    "\n",
    "    attrs:\n",
    "    -----\n",
    "    :transform (affine.Affine): how to translate from latlon to ...?\n",
    "    :raster (numpy.ndarray): use rasterio.features.rasterize fill the values\n",
    "      outside the .shp file with np.nan\n",
    "    :spatial_coords (dict): dictionary of {\"X\":xr.DataArray, \"Y\":xr.DataArray()}\n",
    "      with \"X\", \"Y\" as keys, and xr.DataArray as values\n",
    "\n",
    "    returns:\n",
    "    -------\n",
    "    :(xr.DataArray): DataArray with `values` of nan for points outside shapefile\n",
    "      and coords `Y` = latitude, 'X' = longitude.\n",
    "\n",
    "\n",
    "    \"\"\"\n",
    "    transform = transform_from_latlon(coords[latitude], coords[longitude])\n",
    "    out_shape = (len(coords[latitude]), len(coords[longitude]))\n",
    "    raster = features.rasterize(shapes, out_shape=out_shape,\n",
    "                                fill=fill, transform=transform,\n",
    "                                dtype=float, **kwargs)\n",
    "    spatial_coords = {latitude: coords[latitude], longitude: coords[longitude]}\n",
    "    return xr.DataArray(raster, coords=spatial_coords, dims=(latitude, longitude))\n",
    "\n",
    "def add_shape_coord_from_data_array(xr_da, shp_path, coord_name):\n",
    "    \"\"\" Create a new coord for the xr_da indicating whether or not it \n",
    "         is inside the shapefile\n",
    "\n",
    "        Creates a new coord - \"coord_name\" which will have integer values\n",
    "         used to subset xr_da for plotting / analysis/\n",
    "\n",
    "        Usage:\n",
    "        -----\n",
    "        precip_da = add_shape_coord_from_data_array(precip_da, \"awash.shp\", \"awash\")\n",
    "        awash_da = precip_da.where(precip_da.awash==0, other=np.nan) \n",
    "    \"\"\"\n",
    "    # 1. read in shapefile\n",
    "    shp_gpd = gpd.read_file(shp_path)\n",
    "\n",
    "    # 2. create a list of tuples (shapely.geometry, id)\n",
    "    #    this allows for many different polygons within a .shp file (e.g. States of US)\n",
    "    shapes = [(shape, n) for n, shape in enumerate(shp_gpd.geometry)]\n",
    "\n",
    "    # 3. create a new coord in the xr_da which will be set to the id in `shapes`\n",
    "    xr_da[coord_name] = rasterize(shapes, xr_da.coords, \n",
    "                               longitude='longitude', latitude='latitude')\n",
    "\n",
    "    return xr_da"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<xarray.DataArray 'p84.162' (time: 88320, latitude: 61, longitude: 141)>\n",
      "[759640320 values with dtype=float32]\n",
      "Coordinates:\n",
      "  * longitude  (longitude) float32 70.0 70.25 70.5 70.75 ... 104.5 104.75 105.0\n",
      "  * latitude   (latitude) float32 40.0 39.75 39.5 39.25 ... 25.5 25.25 25.0\n",
      "  * time       (time) datetime64[ns] 1979-06-01 ... 2018-08-31T23:00:00\n",
      "Attributes:\n",
      "    units:      kg m**-2 s**-1\n",
      "    long_name:  Vertical integral of divergence of moisture flux\n"
     ]
    }
   ],
   "source": [
    "ds=xr.open_dataset('../divergence_of_moisture_flux/ERA5_dmf_1979-2018.nc')\n",
    "dmf=ds['p84.162']\n",
    "print(dmf)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.QuadMesh at 0x7fd5515f0310>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "dmf_tp = add_shape_coord_from_data_array(dmf, './DBATP/DBATP_Polygon.shp', \"tp\")\n",
    "dmf_tp = dmf_tp.where(dmf_tp.tp==0, other=np.nan)\n",
    "##挑出海拔2500m以上的区域\n",
    "de=xr.open_dataset('era5-orography.nc')\n",
    "z=de['z'][0,200:261,280:421]/9.8\n",
    "\n",
    "dmf_tp=dmf_tp.where(z>2500,other=np.nan)\n",
    "dmf_tp[0,:,:].plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "def daymean(arr,nhour):\n",
    "    x=range(nhour)\n",
    "    y=arr.time[:len(arr.time):nhour]\n",
    "    ind=pd.MultiIndex.from_product((y,x),names=('days','hours'))\n",
    "    arr2=arr.assign_coords(time=ind).unstack('time')\n",
    "    return(arr2.mean(dim='hours'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/data1/tools/anaconda3/envs/atmpy/lib/python3.7/site-packages/xarray/core/nanops.py:142: RuntimeWarning: Mean of empty slice\n",
      "  return np.nanmean(a, axis=axis, dtype=dtype)\n"
     ]
    }
   ],
   "source": [
    "dmf_tp_daily=daymean(dmf_tp,24)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "dmf_tp_avg=dmf_tp_daily.mean(dim=['latitude','longitude'])\n",
    "\n",
    "dmf_jja_year=dmf_tp_avg.groupby('days.year').mean('days')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "xr.Dataset({'dmf_tp_daily':dmf_tp_daily,'dmf_tp_avg':dmf_tp_avg}).to_netcdf('dmf_tp_daily.nc')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 热源"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.QuadMesh at 0x7fd551424d90>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ds2=xr.open_dataset('./1979-2018q1q2.nc')\n",
    "q1w=ds2['q1w']\n",
    "q1w=q1w.rename({'lat':'latitude','lon':'longitude'})\n",
    "q1w_tp = add_shape_coord_from_data_array(q1w, './DBATP/DBATP_Polygon.shp', \"tp\")\n",
    "q1w_tp = q1w_tp.where(q1w_tp.tp==0, other=np.nan)\n",
    "##挑出海拔2500m以上的区域\n",
    "de=xr.open_dataset('era5-orography.nc')\n",
    "z=de['z'][0,200:261,280:421]/9.8\n",
    "\n",
    "q1w_tp=q1w_tp.where(z>2500,other=np.nan)\n",
    "q1w_tp[0,0,:,:].plot()\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<pre>&lt;xarray.DataArray &#x27;q1w&#x27; (z: 3680)&gt;\n",
       "array([-64.80705 , -21.286142,  33.752964, ..., 208.75386 , 185.74742 ,\n",
       "       182.29375 ], dtype=float32)\n",
       "Coordinates:\n",
       "    time     datetime64[ns] 1979-01-01\n",
       "  * z        (z) MultiIndex\n",
       "  - year     (z) int64 1979 1979 1979 1979 1979 ... 2018 2018 2018 2018 2018\n",
       "  - day      (z) datetime64[ns] 2018-06-01 2018-06-02 ... 2018-08-30 2018-08-31</pre>"
      ],
      "text/plain": [
       "<xarray.DataArray 'q1w' (z: 3680)>\n",
       "array([-64.80705 , -21.286142,  33.752964, ..., 208.75386 , 185.74742 ,\n",
       "       182.29375 ], dtype=float32)\n",
       "Coordinates:\n",
       "    time     datetime64[ns] 1979-01-01\n",
       "  * z        (z) MultiIndex\n",
       "  - year     (z) int64 1979 1979 1979 1979 1979 ... 2018 2018 2018 2018 2018\n",
       "  - day      (z) datetime64[ns] 2018-06-01 2018-06-02 ... 2018-08-30 2018-08-31"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "q1w_day=q1w_tp.mean(dim=['latitude','longitude'])\n",
    "q1w_day_stacked=q1w_day.stack(z=('year','day'))\n",
    "q1w_day_stacked"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "q1w_jja=q1w_tp.mean(dim=['day','latitude','longitude'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.009051764542419441\n",
      "0.04933116474761621\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 575.625x628.333 with 2 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 628,
       "width": 575
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "dmf_jja_year2=dmf_jja_year*1e5\n",
    "\n",
    "import proplot as plot\n",
    "from scipy import stats\n",
    "#dmf_jja_year=dmf_jja_year*100000\n",
    "f,axs=plot.subplots(nrows=2,axwidth=5,aspect=2,share=0)\n",
    "axs.format(abc=True,abcloc='l', abcstyle='(a)')\n",
    "\n",
    "ax=axs[0]\n",
    "ax.plot(dmf_jja_year.year,dmf_jja_year2,'rs-')\n",
    "slope,intercept,r,pvalue,stderr=stats.linregress(dmf_jja_year.year,dmf_jja_year2)\n",
    "ax.plot(dmf_jja_year.year,slope*dmf_jja_year.year+intercept,'k-')\n",
    "print(pvalue)\n",
    "ax.format(title='divergence in summer TP',ylabel='DMF(10^-5Kg/m^2/s',xlabel='Year',xlim=(1978,2020))\n",
    "ax.text(1982,-2.4,'Trend=%f*Kg/m^2/s/yr'%slope)\n",
    "\n",
    "ax=axs[1]\n",
    "ax.plot(q1w_jja.year,q1w_jja,'rs-')\n",
    "slope,intercept,r,pvalue,stderr=stats.linregress(q1w_jja.year,q1w_jja)\n",
    "ax.plot(q1w_jja.year,slope*q1w_jja.year+intercept,'k-')\n",
    "print(pvalue)\n",
    "ax.format(title='Heating source in summer TP',ylabel='Heating Source',xlabel='Year',xlim=(1978,2020))\n",
    "ax.text(1985,260,'Trend=%fK/s'%slope)\n",
    "\n",
    "\n",
    "f.savefig('fig4_timeseries.png')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 散点图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "ds4=xr.open_dataset('tp_tcw_2500m_1979_2018.nc')\n",
    "tcw_tp=ds4['tcw_tp']\n",
    "tcw_tp_avg=tcw_tp.mean(dim=['latitude','longitude'])\n",
    "tcw_tp_jja=tcw_tp_avg.sel(time=tcw_tp['time.season']=='JJA')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "def standardization(data):\n",
    "    mu = np.mean(data, axis=0)\n",
    "    sigma = np.std(data, axis=0)\n",
    "    return (data - mu) / sigma"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "data_std=pd.DataFrame({'Heat_source':standardization(q1w_day_stacked),'dmf':standardization(-1e5*dmf_tp_avg),\n",
    "                       'tcw':standardization(tcw_tp_jja)})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 554.75x382.333 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 382,
       "width": 554
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import proplot as plot\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "f,axs=plot.subplots(ncols=1,axwidth=5,share=0,aspect=1.5)\n",
    "ax=axs[0]\n",
    "\n",
    "ax.scatter(data_std['dmf'],data_std['Heat_source'])\n",
    "slope,intercept,r,pvalue,stderr=stats.linregress(data_std['dmf'],data_std['Heat_source'])\n",
    "ax.plot(data_std['dmf'],data_std['dmf']*slope+intercept,'k-')\n",
    "ax.text(2,-2,'R^2=%f'%(r*r))\n",
    "#ax.axhline(y=np.quantile(data_std['Heat_source'],0.9),color='r',linestyle='--')\n",
    "#ax.axvline(x=np.quantile(data_std['dmf'],0.9),color='b',linestyle='--')\n",
    "\n",
    "ax.format(ylabel='Heating Source',xlabel='Divergence of moisture flux',xlim=(-4,4))\n",
    "f.savefig('fig4_c.png')\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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CvURENBQzVYiIiCgmIxthUaV9C950WBJi9xkDCqAAaVfINNEtopMhHbKxiIhIDjNViIiIyFZZYR7W1Jbjufn2LXhrK4owsSAXq7Y2YdO+VnT1hpGTGcDcKeOxuLrE1wEVQ6zPeKqrF68cbIv5+6nccpliS4dsLCIiEsegChEREQkzshHsyARh/MrsMwLAyGX1Qr+/aV8rnps/NeX2i6bpw/aYeUF2SRwREQ1vDKoQERFR3IgGYfws8jOe7QlJFzJNlf3T2NKOlVub8FJE5s2cKeOxZJhkF3kpHbKxiIhITGr8FSciIiIaBvxayLSuoXlI5sVwLazrlXTIxiIiInssVEtERETkET8WMm1sabdcygIM38K6XkmHAr1ERGSNmSoeO3HiBE6ePDnoZz09PVBVxq+IiIjSgd8Kma7c2hRzrAAL6xIREVnhTN9jzz77LD7zmc8M+ufIkSP4+OOPkz00IiIiSgA/tZXWNB0v7WsV2nbTvlZoNsEXIiKidMNMFY/df//9uOOOOwb9bMGCBcxUISIiSiPJLmQq2sGnuy/s28K6REREqYB/FT02btw4jBs3btDPsrKyoOt8skNERGRnOLXzTUYhU9kOPn4trEtERJQqGFQhIiKipBvO7XwT1VbaSQcfo7Du2l3HbF8/VQrrEhERpRKuSSEiIqKE0DQdZ3tCQ+py1DU0o3LVNqzddWwgY8IIBlSu2oa6huZkDNdX3HTwWVJdYln/xWBXWNfq2BIREQ13zFQhIiKiuIqVhQJAKBgwsSDX9xkr8eSmg49RWNfqOMQqrGsc201vHkJ3Xxg5o8cOmwwjIiIiEcxUISIiorixy0J5+OU/CgUDVr7WlIjh+pIXHXxqK4qwa/F0LKosRk5mf92UnMwAFlUWY9fi6UOWDQGDj213HzOMiIgoPTFThYiIiOJCZEnKtiOnhV5r7e5j0KHjqzdfzgyIKF518JEprCu63CgRGUbDqbgxERH5DzNViIiIKC4erz9sm4UiY93uZmZAmDA6+IgQ6eBjFNaNFaCQWW4UL40t7VhUtwcjl9Ujd2k9Ri6rxyKLujFERETxwqAKEREReW797mN45WCb568bq+BqujI6+IjwooOPF8uN3GJxYyIiShUMqhAREZGnGlvacc8Le+P2+vHOgPAjLzr4iHKy3MhLbjod+QW7KRER+QeDKkREROQpkaUhbsUrA8KvjA4+VoGVWB18ZHm93EhWKiw9ihcuaSIi8h8GVYiIiMgzMktDDNMvu9A2yyJaPDIg/M5JBx8nEr3cKFIqLD2KFy5pIiLyJ3b/ISIiIs/ILA0BgIACrJ49CQCw8rUmrN19TOj34pEBMRzIdPBxY0l1CTY0NMfMGPFquVEkrzodpZpU6qYkg52XiIiYqUJEREQeklkaAgDPn1+SUlaYh+cXluOuaWLZFHPPZ0qw7oQ5kQ4+biRyuVGkZC89ihe/LWniMiUiok8wqEJERESekVkaMuuai3HntOJBP/vqzZfbLgUKKMCprl5O6JIscrmREbyIx3KjSMlcehQvflvSxGVKRESDMahCREREnhLpRAMAuq4PCYTYZUAYP37lYBsndCnAWG7UtHQGmpbOQOfyGqyJQ4ZKpER2OkqEZHdTkpEOnZeIiGQxqEJERESesguMGF452GYaCLEquDprYj5URUHY4kE9J3TJE+/lRpGStfQoXvy0pMlvy5SIiBKBQRUiIiLynBEYmTUxP+Z2VoEQIwOic3kNzqyoQefyGozJyeSEjgAkrtNRIvhlSZPflikRESVK6pdDJyIiIl8qK8zDmJxM2+2MQMia2vIh/83IgJCd0D03f6ov6mmQc4nqdJQIyeqmJGO4dl4C2MWIiNxhpgoRERHFhZdPtv1Ud4KG0jQ9bp2aErn0KF78sKTJT8uURLGLERF5wR/hYyIiIvIdL59sGxM6kdfzy4QuHTS2tGPl1ia8tK8VXb1h5GQGMGfKeCypLvFNzZNEqa0owsSCXKza2oRNEftr7pTxWJwC+8tYprR21zHbbf3QeamuoXlI0V2j6PWGhmasrS331TIyIkoeBlWIiIgoLrwMhAy3CV068OukNZlLQVJ9SZMflinFYhzbd06cFepiNLEgN+nBLCJKfVz+Q0RERHHhdQHO4dZKdzjzY+vdeC8FkVkClapLmvywTMlM9LH9H9/ZxqLXROQZBlWIiIgobrwMhPh1QpeO/NZ6t66hGZWrtmHtrmMDmVVGVo1Z228Z0RP63KWbcfeGhpQKKMnwW+cls2MbFqztwy5GRCSCy3+IiIgoboxAiFXWgmwgJNXrTviVl0te/NapSTSrxslSELMlUN19GtbtbsbPdzdjxS2leGzGp12NPxlSfZmSwe7Y2vFbFyMiSg7eIYiIiCiuvA6E+GVC5wfxKCTrt9a7Mlk1Zm2/rdhN6HUA/7j5MAD4MrACfLJMKVWJHNtYWPSaiESk7l2QiIiIho14BEJSfULnRCKLpMarkKyfOjXFK6tG03R88/fvCk3ol9YfRs3V+cyy8pjMsbXCotdEJGJ4fRMhIiKilDYcAyFeSHTr4XguefFTpyavs2oGjmNjK7r6xF5X14GVrzXh+YXiWTCpJJndkmKRObZmWPSaiESxUC0RERFREsWzSGo0owPNt16LbyFZv3RqMrJqRNhl1Qw6joIBFcNLPiyIGu9uSW7JHNtoLHpNRDIYVCEiIiJKkkS1Ho6eAK/bbZ9FAjjvfuKXTk1etf12XRC1rz8Lxi8SGQh0SubYGudpKncxIqLUxfxbIiIih1I17Z38I15FUiOZ1U4R5aaQrF86NS2pLsGGhuaY+8cuqyadCqLGc+mY10SP7c6v3IgrL8rlvZyIHGFQhYiISFKi61/Q8OSkSCoAqUCe2wwKt5N9P3Rqctv2O90KoiYiEOgV0WNbXjQ6CaMjouGCQRUiIiIJ8eqYQulHtkjqlzY04FcHPpQK5LnNoPBqsp/qBYrdZNWkU0HUeHVLiie/ZEwRkX+l7l83IiKiFOOntHdKfTKthwGgbk/LwP8XCeS5zaDw02TfC06zamSPY6RUqS0jyutuSYnih4wpIvIvFqr12IkTJ3Do0KFB//T09CAUCiV7aERE5JJM2juRHZlCmlZiFbJ1k0Hht8m+l4ysGtFJt8xxDCj+LojqZbekZJA9tkREIpIfOh5mnn32WTz99NNDfj527NgkjIaIiLzix7R3Sn1LqkuwfvcxhF1007WqX+E0g0IB8NTMq3w12U824YKoj0zHleMu8G2mhBFAWrvLvnuUn+rEEBG5wUwVj91///146623Bv1z2WWXYfRoFsAiIvIzJ2nvRHYOHj/jyeuYtT52mgmjA3hiy9uu2zinE9EW0uXFeb7PlFhSXWL5OQ3ptnSMiNIbgyoeGzduHK6++upB/2RlZSEYZFIQEZGf+T3t3e80TcfZntCQwIGfGTV63GSpGKwCeUuqS+Bk+s5lbPJqK4qwa/F0LKosHrhX+HWZTyyiAaR0XDpGROmJM30iIiIBTHtPjuHcvtptZ55IVoG8yQWjkBlQ0RPWpF+Ty9jkpUtBVHbUISL6BIMqREREgkTrJjDt3RvDuX2128480awCed19YUcBFSC1urf4Taq3kAb6z0E3gZ90CSAREdnh8h8iIiJBTHtPHNH21X6t++GmM0+0WIE8mWVr0biMzd+slsw1trRjUd0ejFxWj9yl9Ri5rB6LXFxL7KhDROkutUPoREREKcaPae9un0gng0z76uiuN36QnRFATkYAXS4LGtsF8mSWrUXjMrbUFeuajrVk7uDxM55kf/nxnkJEFC8MqhAREUnyS9q7X+uRpEP7alVV8MUp47Fut3ywA4BUIE9k2Vq0ZC5j44Tdmt01HWvJ3Prz55pVYWQj+2tiQa7lOeXXewoRUTwxqEJERORQKtdN8HM9Eiftq1P1OMTy1ZtL8POGY9AlatXePa0YP/jiZKmAg7FsLdZyqmjXTRgjPiiPcMIem901/dTMq/DElrctj7FIl6lY2V9+vqcQEcUTa6oQERENM36vR5Iu7avLCvOwoqZUePugqmDJzSWO6leYtfsdEVSRn5tpuv22I6dRuWob6hqapd7HqbqGZlSu2oa1u44NBNSMCXsix5GqRK7ppfWHPekmtWlfq2kdFj/fU4iI4olBFSIiohRnVXDSikw9klRk1AER4fe6H4/N+DT+zy2lsPsEXhRBNpatdS6vwZkVNdjx8I043dVnuX2iJsqcsNsTuaZlMp5iMbK/ZN8/le8piSR7vyYi/2NQhYiIKEU56dIhW48kVb/4L6kuseyyZBgu7asfm/Fp7PnqTbh7WhGygoM/84igikWVxdi1eLpnSyuMZWvf3pYaE2VO2GPzuv22nejsLz/cU1IhkOF1VyUi8g//LUAmIiJKYV4V2XRav8BpPRJj3JqmW447kQVE7eqADLf21WWFeXh+YQV+tqAc3X1hZAVU9IS1uO3rVCkG7PU4hmORWy/bb4uIzv5K5RpHsnV44nV+sN4MUXpjUIWIiMgDXhbZFF0OYdalw6hHIjIJyskM4J2TZ/Dt148MjDu7rxO3TbwYy75QOfDaySog6sf21W5FFj8OBuOXUJwqE2WvxjGci9zKXNNumWV/yd5TElXjSCaQIXJ+OA24uLlfE9HwwKAKERGRS14/pZRZDhHdpcOoR7J2l32r3sriPFR9+41B79XdF8amxhb88r1tWHv+tZP5BNYv7av9JlUmyl6Mw+vrL9WyXWSuaQVArDuHqgCqokhlf8m8f6JqHMkEMg4eP2PbNelQ2xnHATk392siGh5YU4WIiMgFr4tsyiyHqNvTbFpDQLQeyfYjp2OO+64NDSlTQNTI4EiFSa4faJqOzu4+dJ7rMz1HUqUYsNtxeHn9pXJNDNFresUtpZbbBVUFP19YMaQLVE5mwLZuT6rVOBINZDxRf9j2/PjHzYcdd53yQ70ZIoo/BlWIiIhc8LrIpsxyiN6wjp1//mjIz416JLEmV9dNGIOwzff7sI5hV0A0FQpaxlNjSztm/fQtZP7Dqxj1+BaMWrYFWf/wKmb99K0hwYFUmSg7GYdxHL/12nuenKNuWzrH+7wSuabX1pbjsRmftg2aGNlf7U/NxIdf/zzan5qJNTb1iUTfPxHLW2QCGZsPn3DcZlokIOdk+RoRDT9c/kNERORQPIp9ytZP+OGOo7j20guH/DxWPZJHppfgxu9vF3p9EfEsZOqV4Vxzw1DX0IwvbWhA9BwypOl45WAb6g+1Yd3CioFshFQpBiwzjujjKOrFxhb8ZG6ZaZ0akWyXuzY0mNbESOR5JVpjyG7JnNMxp0qNI5lARthlkMtu2U6qLKMjouRSOjo6huejmhRSVVUFXddx+PDhZA+FfKatrQ0AkJ+fn+SRkN/w3EmMsz0h5C6tF97+zIoa22KfjS3tuONn/w9HTncLvWZOZgCdy2ukOqLEHHfXx+dfeLTQ+xtEPluymNXcMBgTdr935mhsace0la/bZh8FVQW7Fk8fNAFubGl3PVH24p5jN45Yx1FETkYAc8qGBg8W1e0Rqhcy/bIL8fpDNwz8ezLPK6d1X7was5d1Z2TPHU3TMXJZfcI6ItndY0XPn0WVxayp4jF+1yGnSktLoSgKdu7c6cnrpea3HyIiIh/w+imlk0mjSGeWyI4ysuMWkcpPYNOlM8fKrU22ARXA/Ml7qhQDjjUOu+MooqtvaPFamWyzbUdOY8+xdpQX5yX9vIq+pkV4OWYn7+8VmcK5QdW8KK8Mu3vskuoSbGhojvk+iaw3Q0SJx5oqREREDnlZ7NPppNFJQENm3CIS1fHDCa9r3qQiTdOxqbFFePtNjUMLZqZSxxuzosQix1FUZK0MmaUkAPCtre8JjyfVzis/jtmKaB2emaXjXL+X3T02lerNEFFyMKhCRETkglfFPp1OGp0GNETGHVCQEoVMnUqXzhzdfWF092nC23f1fVIwM5U73hg0TceLe8WDRiKM4EF2RgDZGeJfh3+5/zhCIc1359VwuxZEAxnfqLHuhiRK5B5bW1HkqKsSEQ0PDKoQERFZEOno4cVTSpkJT/RrOw1oiIx73cIKXz+BTZfOHLKBgZyM/ifvbjveJEp3XxjnQuJBI1Gbzl9zt08qEEItM9oAACAASURBVP6drr4wTnf3+uK8imyrfbYn5Isxm7G6D4sEMuzuc3Zk7rHG8rXO5TU4s6IGnctrbLsqEdHwwJoqREREUWS7Y7jtiiG7BAHwJqBhNu7sjABmTbwYS79QOfDaqdDxw4l06cyhqgrmlhUK1ZgAgLll47H/eIdvas1kBeLzDNAIHjz62ctRt0csEyYnM4ALszNT+rxqbGnH4/WHUX/4xED3m4CqQFUwpDOUmVS5FkTuwyL1gGLdn0vzc/HElrc97X6VzHozRJQcvOKJiGhYk60VYVYs1nh6H1ngMpqbYp+yhWPvnlaMJTd7E9CIHnfnR6egqgry8/Mst0mFuht2jOP+xckFWLfbPuMilevCiFhSXYL1u48Jdf9ZXF0iVV8j2R1LesJyWSrZGarQcigjeFBeNBrTL7sQ246ctv2duVPGIxhUhQulJvq8smqrLdNaOBWuBdn7sF0gw+oe1tjSju3vnx4UgAqqCmquzsdTM69KekCRiPyBy3+IiGhYclIrQrQ7RqzXMCuyaUemcOzd04rw/ELvU8pFxq2qCrIzAujuC6dszYXo476psRUiR6I0PzfuY4unssI8rFtYgVinXUAB1taWY3LBKF/V18jOCGBEUOwr64igijlTCoW2jQwerJ49Sap+kFe1lLzU2NKOu0wCKjJSoUaSF/dhK5H3OWP52ysH2wYFnUKajvpDbTh4/Izjz0BE6YVBFSIiiiuRuiRec1orIpndMUQnaUtuvtzz9xbhh4KmZsf9XEiDyJn3xJa3U+qzOFFbUYSGJTdh1sR8BCLOpaCqYNY1F2P3kptQW1Hku1ozqqpg3lSxQMn8qYX46s1i19Ij00sG7k2ytZHi0fFF9F5ptZ1oW20rqVIjKRH34XgGbogo/XD5DxERxYVsXRIv39dJrQjZ7hjPzZ/qaYq8MUmzGnsyJzxOl0SJMluiJbtsy2lLakOqLHVxq6wwD7/+q88MTLyhABdkDs5A8mOtmSXVJdjQ0Bzz+BpZFiLX0nUTxuDG728fcm/atXi6cP0gt7WUDKL3yljbTS4YJdVWO6gqyAgo6O7TUqpGUqLuw35a/kZEqU/p6OhIzfzdBGhra8Pq1avxm9/8Bn/+858BAJdeeiluu+02PPTQQxg9erQn71NVVQVd13H48GFPXo/SR1tbGwAgPz8/ySMhv0n2uWM2CTcYwYF4tZhcVLdHqNbBosriQV+Wz/aEkLu0Xvh9zqyoiUsxwsaW9qQWhY0+dxpb2lG5apvtZHbX4unS4zObJP7FFWMBAL9/95RUME70uMeSkxlA5/KapNeTSASn14mV6PNGNigmQva+YnYtVRbnYfuR06YZHZGvITt+p59X9DPZbffjuVNw38ZG4fcFgI7lM6EqStJrJEWeO4m4D2uajpHL6oWDiulyT/CjZH/XIf8qLS2FoijYuXOnJ6+Xtpkqhw4dwqxZswYuRsPBgwdx8OBBbNy4Eb/85S9xxRVXJGmERET+5DRTxAtunnKmytP7VCsKG68nulbZL68cHPx3WSQjxmlL6mjGUpd06Nwhk/khI54ZarKZIdHX0jsnz6Dq229YLpGJvjfJnAdOOr6I3isDKmy3u//FRmQFFPQIrv/JyQgMyWBKBW7uw6KBLSfL39LhnkBEzqVlTRVd13Hfffehra0NJSUleOmll3D8+HH86U9/wo9+9CPk5+fj6NGjWLBgAfr6+pI9XCIiX0lmXRI3tSJkisUmojuGSOFYmXo1TmrbyAapQiFN6D2cLNWJVePASUtqM0FVwTsn06M4pRc1QaLPqZf3tTqqZSQ77jW15ehcXoMzK2rQubwGa2zGaVxL3379iOf3Jjc1o0TvlUs3H7bdLqwDxaOzhd97blnyO/yYUVVlIFvNzowrxg508JGp92QEbkSkyvI3IkptaRl2/f3vf48DBw4gIyMDL7/8MkpK+p/C5OTkoLa2Fp/5zGdw/fXX45133sGvfvUrzJkzJ8kjJiLyh2TXJXGbbRKvp/dek8kGcJM5IBukynt8C7r67N9DZDJpxiojRrYldazXr/r2G3FdnpZKnNYEMTunbshX8Ps/nUI42/x3vM5Qk80Mkbk3vdjYgp/MLUMwRschtxk5MuN571SX0HbN7ecQUCDcVtv3FMVRvScjgJ6KLbGJyJ/SMlPltddeAwBUV1cPBFQilZSU4PbbbwcAbN++PZFDIyLytWR3FXGbbRKPjh5ek+ls5LQLkkHmiS4AdPXZv4fbpTpmLX5ljrsdma4fyehs5TXZzA+rc+q375xEWE9OhpoImXtTd5+GvMe3WGY7uL2uZMcj6lxIw7PzyoTaaie7IK0VTdPx+3dPCW3727dP4K4NDY46+LhtiT0crn0i8k5aBlWamvr/oF999dWW2xgFj86ePZuQMRERDQepkFbt9stybUURdi2ejkWVxQOfJSczgEWVxdi1eHpSMxhk2oB60TLUbbDC7D3cTiatgnEix12U3eTfD+2lZYksN3PbYQkwD4rFm6bp0HQd2RniX3u7+syDJF614pUNWIrov09dItRWW5ZZECEegQWZ+8O5kGablWN1LTsNoA/Ha5+I3EvL5T8PPPAA7rjjDkycONFym8bG/grqEyZMsNymqqpK6P2amppwySWXDCmKS2TnxIkTyR4C+VQyz51bJ2QJtfa87dOFOHnS+3GODwKr//ISPPTyftMn5wFFwerZkzE+2GN5Xx4fBP51RhGe/mxhVOFD699JhOW/3o/QmY9ibhMCsOLXu6ADwtuunj154GfR584914zE+m3ttlkIou+haTqy+zodZyllZwTQ+dEpnI2aDIkc97//7OX45h/egybwWV58sxNPf7ZwSJDh5X2tQ96jqwtY+/oprN92AN+bPRmzPcqaSTUxz7/uDqHX6OoCjja3JqTw54HjHfjhjqN45eCH6O4LI6AogOR5HAJw10/+gIIHrsU1BaOkrsHI68qM6L1ywphsHP2o23Y74546Pgj8ZNZl0G69FF3n22rnDBSllbuHRe/D7IwAbrxsDADgjSMfDfzstokX48HrJ+CaglHCr22IvOe4vT+YsbqWZxRn4D/vKsUzO47iPyI+36yJF+OB6yfgmoKMQfsqna/9VMXvyeRUKBRCRkaGZ6+Xlpkq06dPx5w5cyyDKv/1X/+FP/zhDwCAW2+9NZFDIyLyvQevn9A/eYkhoCh44HrroLVbs6eMx28fuBbzygoHsmGyMwKYV1aI3z5wrfAXX5Gn94miaTpeOfih0Lb/ceBD/MeB42LbHvww5pPmawpG4XuzJ9seU9H3UFUFt0282PFrzZp4seXxsDvu9187QSigAvQ/MY+e2B043mEZtAGAsK7joZf348BxsQCDn8icf7FkZySm8OfL+1rxuWfexKbGloHj6DQwGNZ1PLPjqNw1aHNdAeL3ymWf+7Sje6qqKsjNzkDuiAxH97CX97Xi88/896B92N3Xv9Trt++cHPSzTY0t+Pwz/42XXXbhcnt/MGN2LRuuKRiF1bMno2npjIF/Vs+ePCQ4lM7XPhHZS8tMlVjWr1+Pr33tawCA2bNnY+rUqZbbiva1rqqqgq7r7KFOjvHcIaeSce7k5+dj3V9nW6bIG2nVn50S32U0+fn5+OyUK4TbbKa6sz0hdGeMBAQerAw8084U23bkmLFDMgciz50HPpeP6yZeOqigaXaGiu4+TWjs0e+x7AuV+OV726SXkQRVBUu/UIn8fOt6EPn5+aiedDnOnn9CH9k2VtN05IweK1zIeELR4Lo7j/6u2bIQqyEM4PkDnVgz5QqxD+UTwudfzuiY/3leZTEKCrydNEd7cW8z/rb+z9CzY49FxitHe/CTvAulrkGz6ypSfn4+nv+rEbjnhb0x75W1FUXIHX1RzGVH1192IS68aFzMa0NGY0s7Hv7NB7bne6QwgId/8wGum3ipo5otxj1H5P4QVBUEVQXnQvb3ILNrWVY6X/t+wO/JJCsY9DYMkpaZKmb279+P2267DQ8++CDOnj2LG2+8ET/84Q+TPSwiIl9KpbokqZRt4oZUvZqMgHD9CLvaNkbdhMkFowYVNO34Ro10/ZzI14pVz8CMSJHgyHoHox7fgoInf4t7N+4dqHfgppCxbGcrqyyFeLfBjhcvaoAEVQUPXDchrp+nrqEZC37eAJF3kLkldPWGzy+j8aZmVGNLO2b99C3TgMqIoDrkXmncU6dfdqHp6207ctqzttWA+w5dbojWO5k3tVDo9dx28PHi2k+la5mIvJf2mSrt7e148skn8dxzz0HTNGRkZODRRx/F1772Nc8jWERE6cToKvLc/KnDIlMk2aTagJaNhw64ahkq0jJWdDwzrhiLezfuHfJa6+8sx+ZDbYPa+c749EWAruN3754SbvELQLi1qmzbbCPTSdN06c5WkVkKiWqDHU//65qLUbfHvgaIGUXpD2Jct3p73D6PUURWdJVPVkCFoigDXatiyckM4ILMoCeteOsamnHXhgbLIqs9IQ1/eVW+6b5586h1PRev2lZ70aHruflTbe/3kddW9LYi7b4nFuRKXctOOelqZ1z7qXotE5G3lI6OjrQNme7atQuLFi3CBx98AACYNWsW/uVf/gWXX365p+9jLP85fPiwp69Lw59RII1pjSSL587w1NjSjspV9mnxuxZPBwDhbSO/3Le1teHlfa14+Dcf2C5JEBmPqgCqosR8rflTowsCQ2rZlsx+KSvMMw3ARI9pYkHu4MlQRgA9YQ1hgSfNOZkBdC6vGRi3yPsZGQky2yZC9KTQUtfHAIDABaNxy8SL8bs/nURXbxhZARW9Yc00c8Trz7Oobo9QwCPSwvIibNhjn92xqLIYi6tL8Hj9YbxyMHah14AC7F5yk+mkWeRctXoN0c+3qLIYa2rLbbezcrYnhNyl9Y5/HwDOrKixXPoUfU5l93XitokXY9kXKgd9XuMekBVQ0RPWTO8FibheNE3HyGX1wssGjWs/1a7l4Yjfdcip0tJSKIoiXM7DTtou/3n99ddx22234YMPPsCECRPw6quvYv369Z4HVIiIiLwi0wbUactQoyCjSMtYu/cIKIBy/ndivdb+4x1DlmjJLNsSWaoQuSzBbnka0B+QWrvr2MBEqqsvLBRQAQZnKSS6DbaX6hqah+yHWAKKgnULK/Dr+6rQubwG2x+6ASHNPKACePt5nGRX5GQG8LWbLxdqwV6an4vKVdtsAyoAoAPQdPPlHqLLasI68MSWtwf+3avlZyLcLvWKtfTJ7JwyCt0ay5ei2xbnPbEFf/vyfuw3KQKbiKWmMssG50wugKoqKXctE1F8pWWmyqlTpzBt2jScPn0a1dXVWL9+PUaNkm8BJ4qZKuQUI/DkVKqeO8OlaGyyNba0x0yLd7otAMx75nf9bV5tCo5GPg23eo9TXb1Ck1A3T9adPkWO/P3Ic1I0k8BKdPaPTHaB6JItt5kIImT2Q05mALdNyMID10/AZ6dcMZCJsL6hWSgQJfN5rO4hTrIrjPe1yyh4auZVeGLL21LnRFDtz86KXO4xuWAURi6tF1puZPj5wnLcOa1Y+vPFyhQR4STrZ+B3LY6n5Tl1PssJOaOFMtusAiXx/Psiej2MCKqYN7UQpxNw76PU/a5Dqc/rTJW0DKo8/fTTWLFiBSZMmIC33noLOTk5cX0/BlXIKf6xIKdS7dzhuvL4kJlEiGyraTpyv1LX337UJqhiF6AA4CrYIcrryaabyWT0pE8q4JMRgA5dqKOSm/0lSnQ/3FlRhLW15Th58gQA4HfH+mI+oTcj8nli3UMmF4zC2Z4QCp78rXDAInp5Tazg48qtTY7PCUNQVfDMnMn46xf3Sf2eMc7JBaOEz6WsgIqup28RPj/M7g1Og4tmSwoNludURFDFzevHW6zgm1OJuJaHs1T7rkP+4XVQJS0rsW7evBkAcO+998Y9oEJElO5EC4iSPGOJjFfbdvf1F1kUEV2QMXpidrYn5KqwqyhjqYJo8Mau09GLe8UKsQYUIDPY31baKvtHqsClRPaC0/0lGoSTWWryyz8eH/j/B4534O66w9KTTrvPE+sesm73MWSoCnrDOgKCE1MFwLqFFYOOlVVhbbdFWw0hTZcOqAD9y4BWbW3CmtpyTCvKw7Yjp21/pzesYf/xDtvAg12we21tuVQQIVaHLi/3o7E/Ei2yeO7GvS1C7ZztuLn3EVHqSLsruK+vDwcOHAAAfP3rX8fXv/71mNs/+OCD+OY3v5mAkRERDT+i68rddqsgb7xz8gwCioKwQPsUI0BhNTH7yvQS4WAHALxz4izKi+XPAamuSDatVbv7wsITpbAOfPj1/wlVUSyDFFIBn4wA+sJhCCSqAAA27mnGPVWfEnrCLZsp5qTbCQD8cMdRR0/xYwW77O4hug70nm+jI7LUSFGAF75UgXlTzQO50cFHmX0RL5v2teKR6SXY8b59QAXor+liF3gQDXabdeCZccVYQFEGihGLdOjycj+KdheKByP4punAut3uspcA+0AvEflD2gVV2tra0NfXl+xhEBGlBZkCon5fV+73ejHGJEskoAL0Byg27m0Z0ho2cmJ23YQxQk/WAeA725yfA7Jtkq0cPtEp9b7ZwQCCQeua/zIBnxlXXoRXDn4o/N5/tWkf/u6Xf8S8qYUxl9E5yRRzkv3Tqen9488YKfwZDLGCXaKFXUUYmRRWARUzMvsiXrp6w/i/r71n2YLZTKzAg2yw2yyDB5C753m5H+OZ3SG6TPIX+91n3QD2gV4i8oe06/5TVFSEjo4O4X+YpUJE5Ewiu1UkU3SnipHL6rEowV0dNG1wp5Hof7djN8kyMzo7iDvXN1hO9EKaLvxkHXB3DjjtdBTtW681Sb1vT9g+rWRJdYlQdxld1yEYzxpwLqRh7a5jA11TojntQCLT7cSYFMosHYsUK9jldsmIsd/ddIOR2Rfxkp2h4t8jllmJiMwgiibbLQsw78Yl06HLy/0Yj+wOmfu4V1k3IoFeL8n+XSAicWmXqUJERInhZAmB39aVJ7teTPSyjhFBFYV5I9DSfg7nQppwQWAn2QDf2fa+7TYyT9bdngNWSxXsliUYNE2XmrhmBVShiZ1dbYqgqmDNgqn4m5fk620YrJbRuckUk83+yc7on+h2S4zbLtjldvKaEVBw+qm/xAWZYhN/KyL7Ip7umFSADXvEav0YrAIPssFuL5fZeLUfvc7ukL2Pe5F1Ixro9SIDkoXiieIv7TJViIgoMYwvniL8uK7caRaAV+oamlG5ahvW7jo28OX+XEhD06mugbogxsTAKpMB8K6ApFs5GdbngOgTVmOpQufyGpxZUYPO5TVYIzBxAYwiveKFJ4vyRghPcmorirBr8XQsqiweuCYisydun1Tg+sl3dGaB20wx2eyfQ22dyM/NFHq/oKoIZY7I3EPMdPdpUBVloOCs06f0dvsCAOK1giOoKmg/J79s3Srw4LRejheM/ehmX3md3eHkPi6TdTPrmostr/tY575XGZBmfydE/i4QkRx/PRIkIiLf8LKAaCqKd72YWE8oZZfrxCoInAqFOIH+pTT3btw76Omp0yesMl2RDP2ZFqpwYKWl4xw0TRc+b+1qU3hRbyIys8CLTDHR7J+6hmbc9ZP/7q/Hk5MV870CCrDzKzeivMi+fa7MPcRMTmYA75w8g2+/fsT1U3qrfTFncgEevOFSZAUCqPqOfAviWAIKoOk6Xj10Qvr3rAIPMlkWI4Ji2VgyJhbkQlUUaLJr3SCe3SHD6X1cNJPrqZlXoawwz/S6t+JVBiQLxRMlDjNViIgobkTrSSRyXXk0J0+wpbIAGuVqhYg8oXSyXCc6k8HgNhvAzoigansOAP2dWyKfnnr9hNXuOKuqgtsnFQi/3rmQ5ugpvlVtCi/qTURmFrxz8ozw7+VkBpAVUE33j132jzFxEylwHFQVrFtYIRRQMYjcQ6xUFueh6ttvmJ5D01a+Ln0Ome2L5xdW4NoJF6K8uD8LI+BRbPi2ifkAAKcxmoPHzY+/zLnWE9JQt6dZ6v5od52J3rsuH5sjnd0hy002l2wml2j9GS8zIJ3UziEiZxhUISKiAV4XsvOqgGg8uEmvlsoC6AvjSxsahF5XJJDgZrmO2TKPeBfinD+10HbpRCRj0nDXhgZPJhYyx/nRz14uNEbA+yVrboIHhsgxffv1I8K/N35kFvKe2GK5f2JlTckE+J6aeRXmTy2UuseILL0xowDYfuS05djCOnDn+ga8uLc/sCJz77OaINdWFKHm6nypcVoZmRWUqkkUKawj5vXxleli55oO4Esb9gjdH0WuM5l7V2tnD9qfmim9jE+G26VQdsv6nASAvAqEpEuheKJUoXR0dPAqirOqqirouo7Dhw8neyjkM21tbQCA/HxvvqRR+pA9d+JdyK6xpd1xAdF4MEuvNhiBnlhfiDVNx8hl9VLLNexet7GlHZWrYi8fCKoKtj10Pa777nbh9412ZkXNkGUeg9676+P+H+aIZxNYCSjA7iU3oawwb+AcWO9hwc9FlcUxl1Y5Oc43fW+7UBtou/eOJlJwMtZ4RRhjcnJ+RguqCp78yytx4PgZ/Psfj6Orb+h9YdD7CJw3CoCsoCpVRNnQ2NKOla81Ye1usaVAqiKW5aEAuPGyC7G7ud31vc+L/Q701xfSdA3nQu6uk+hzNPo+74TZdSN6nZ3tCSF3af3QF7U4d8zuVV6SOV45mQF0Lq+J2WbZbUFZL8djua8txHtfxwu/J5NTpaWlUBQFO3fu9OT1mKlCRJTmElHIzk0BUa95kV7tJLvD7nVFn1D+cPv7jpfrZGeY10iQyQYQnS4oANYtrBg4xkZdgQyv1kcg9hNWp8d59exJni5Zk8mUMXvyHVAVoSUlkWPyok5OSNOxrP5tbNjTjK6+oUtnfrbzzzjbE5J6Hx2QKqIcqawwDz/44mTh9xKNS+kAth05bXvvE8lk8ao+UU/IfUAFGHx9mN3nnYi+bmSus1QrXu6kdXis1xJtL23FyyLCqbaviYY7BlWIiNJYojvYePHF0y2v0quXVJdId7Gwel2ZVO2X9h/HFyc7W65zx6QCy31vTOjnlRUOfMEOqgoC57c30tpfuKvCNuigKMALd1UMyQKR7bBjJ9bEwulx9nLJmpOAZXQAsvebt6L3X2/Dc/PLLIMr0WOKd52csA7ct7ER+V//z4HzwymZe4xMy2u3jHG9uLdZOCjm1X4XqU8jwrg+ZAtb24m8bmSuMy+DGF5JpbpfXgZCUnFfEw1nDKoQEaWxdCtkp2k6XtgjlnmzqbEVoVDsAICTr6Fm2RWyTyj/9voJjupvfM2mZkhZYR5Wz56MpqUzcGZFDXq+eSt6v3nroOyieVOLYgYdFAArakoxb+rQZU5eT/atJhZu6wl4USvBbcAyMgCpqgrurfoUdi+5SWhM8a6TYzgX0hD2YKIuco9pbGnHPS/sFX5NL+aIIU3Hgp83CAfFErXfRRnXh5PC1nY27eu/P8peZ6kUxABSq+6X14GQVNvXRMMZgypERGkqHQvZ7fzzR+gVrP7Y1RfGqMetn0qv3NrkqJCkWXaF7BPKqk+NkS7eecOlY1A2XmxiED2hj84uqq0owlMzrzINKukAntjytmkWhteTTquJhRdp9G6XrMUjYBk5po5vzMTxf/48nps/1XRMXhS+TSS7e4xsYMCr25VV0ohVUGxJdYntci0VwKxrLh645uN1nOaev9acFraOpas3jNPdvdLXWSoFMQzxKDjrlJeBkFTc10TDFYMqRERpysv1237xgx1Hpbbv7tMs6yu8uLfF0RjMsiucPKE0JgKzrrlY6Pe2v/+RVIejWBpb2vHElrdhNW+NlYUhOmmwm2aqCiwnFl6n0csuWYtnwLKxpR33btyLgn/5LUYt22J5TJ12zUmWWPcYmQyzRLIKitkeTaW/E1Ln8hp0LJ/paZ0hQ1BV8Mj0ErSdOedJnRczH3x0ztF1ZhbEyM5IThDDkCp1v7wOhKRSwIhoOGNQhYgoTaVbITtN0/GL/c6e2EYHCZ7f9cFAwU1ZVtkVTp5QlhXm4df3VeHnC8uFipl6VYDYTRaGyKThqZlX2S7fiPWfk11PIF4BS9kaLVYTqlkT81GcN0LiE8VfrHuMTIZZom3c2zIoKLZya5NtloymA//6+3cBAKqiSNUZys5QMWtiPsqLRlluE1QVTB4/ElXf2YbxT/6X8GvLWr39iOPrLDKI0bR0BpqWzpAKYsi0wJaRCnW/vA6EpErAiGg4Y1CFiChNJXvimWhuO3MYQYLGlnbc/2Kjo9eIlbbt5gnlndOKh9TbiMVNAWIvsjAmFuRiZum4QUVOg6qCWddcjF2Lp+NQ2xnbpVVhHTGXzniZRi87gYtHwFK0RsueY+2Dxho9ofrxnCmoP3wCx9rPCY1PltOkC2Opitl+ls0wS6RzIQ1ne0IA5K6NDXtaMHJpPR78xX6MCIp9Hc/JCOBH54/fnuYO021K8y9AWNOxp7nD8zoq0Tbta8VXbrrM1XUmG8SQ6ablZ/EIhCQzYBSvIBhRqmBQhYgojaVTITsviqRu2teKb732nqNaKiJp226eUEZ+Ca8tL7Qdj9MCxG6zMIxsi1cOtg0qchrSdNQfasMfWzs9WTrjRRq90wlcPAKWotlB/+M720zHqqoK3j11Fve8sDduk+3sjAD+X9T5OyKo2i/lAvDhmR7kLt08ZOxuMswSpeDJ32JR3R7s/PNHUoHbrr4w1u0+hp6wWKbKjCsvwn0bG2Mev8NtZ+2XH3mkqzeMKy/KTVjdDifdtNxIhUBAKmTOuCFyD02F/UzkltLR0cEzOM6qqqqg6zoOHz6c7KGQz7S1tQEA8vPzkzwS8huZc6euodnyCbjxhXi4rLue9dO38MrBNlevkZ2hSqXrjwiqmD+1EIurS6QmFpqmo7svjOyMgHQ9j5HL6oUmdzmZAXQurxn0+nbnjpvXb2xpR+WqbTEnpOCuKQAAIABJREFUhQEFUkGrMytqcEFW0PK/N7a0Y9XWJmza14qu3jByMgOYO2W87fGQuS7MjtWLe5sxf12D7fg33lVh2ikpksw+jzXWRXV7sHbXMenXENL1MeaVFWLjAzMADN4nG/e2OGrpG1QV/HjuFNy30VlmWKIFVQWqgrgsVQqqCq6/dDReb/rI89d2KvL6dnqdAWJ/r0TuHUFVwa7F010HcBpb2rFyaxNeivgsc6aMxxLJe3gqcPp3xAt299CnZl6FQ21nXO1nfk8mp0pLS6EoCnbu3OnJ61l/CyEiorRQW1GEiQW5jr8Q+0VdQzPqD7kLqORkBNAlUbD3h1+chL+59lJHX2aNJ5SynGSSyLyPkYUhMjmPzsIQybYI6/1fuEUm4CJLZ4wMnufmTxWeXIgutQmowKuH2kwnBa8KnmubD7XZBlXcLF0zxlp68QVx6QJjCCgKHrh+wsC/R56/ZveYzICCvrAeM6sipOm4/8VGZAUU9DgMVCgQKBxrQlXkOwiFNB2Ki3mr1ViDqoK/ufZTKbcMKvL6dnKdyRDN1Fr52nt4fmGF4/cxCwQY2TAbGpqFHjIkM5BhSHZgSOQe+o+bBz9slt3PRKmEQRUiIor7F+JkM77guX2APGfKeLy0v1VogjsiqDoOqLhhLHMSzSRxUoB4SXUJNjQ02z41jlw2JlNvQvQwydT6kQlSiU7gFvy8YVDL3chJgehh37SvFc/Nnxrzc8gcU6ux/t8/vBe3LjBBVcHq2ZNxTYF18dTIe8zOP3+E6d/fIXScwzowIW8Emk53OxrbN2quwj//5h2pLBkFwI2XjXGUFaLrzgM5Vr+jaTp+9GZqBVQir+/oIIKTYHAsMveOtbuboUPBV2+WDx6IBlMnFuSavnayAxkGLwJDbsm2QI9kt5+JUhFrqhAR0QC/r9+24uYLniGoKlhyc4lwrYz5UwuTsh8TUYDYSb0SmWyLsMCxiletH5l22brFMEOaLrwERKT7j8wxtfLLPx5HjkQATfS0UADs/MqNmC04PlVV8IMdR6Wux5aOHtu6LFYemV7ySZ2i858/w+bbrw5gx/sfC+8Ds9/3kga5JXHxZlzfABJSNFY2U2vdbmc1Vtx0NUt0vRcrooGheBb2lQmCWXFa84soWRhUISKiYc2LL3gBBQNBAj8U903EGGWL6npRKNjgZfHLaN19Ycftsp0QzRYSOaaxdPdpuH1SgfD2ojEPHcCVF+UKbdvY0o67NzRg3W65ui7nQhomjx8p9TvAJ/t2oIjziv5OKue+eRs23lURc6lOSNOhgF+UI+VkfHJ9A4hrECGyeKmTe4ds8MBNV7NUCGQY3ASGvOK2054hViFyolTDvxVERDSsuf2Cd/nYHOxectNAkMCLrjIyojsjiHRKKCvMw5oFUy3b23o1Rpm2n15kWwDArIn5tp2QYrHbf1mBxH41Es0Wsjvv7ORkBvC1my93FZixel2RoJDxJH/dbvnJdk5GAH86eVb696L3bWQm3quH2iwzjQxhvT9LJKgqjltFDxfZGSravzETa85nqNy1oSEuQQSzbjH3btyLv7hirPRryQQP3HQ1+9Zr7yU9kAF40+7eeB033Xi8CqCLZPERpQrWVCEiomHNTT2KoKrgF/dUDgkSJKK4b/T6/BFBFYV5I9DSfg7nQprlev3I3zOKvuroX1ITrwLEonUURGqx2LkwJ9PR2EXrHYi2t/WCXbZQdK0Ks/MuoCpCy6XmThmP8uL+YNuXNuzx7DPMPR8oO9sTsgyu2D3Jt3Pz5WOx+bBckWlj35oVDZXNXjPG7bRWynAwr6wQwaCKxpZ2zF6zy3Y5khFEMIIwImLVAjE6K8meQpE1i2IVkHVSi6qxpR3feq1JOFD4YmMLVt8xCRdkxmeJrdsi5V7VhJEpZh6L05pfRMnAoAoREQ1rTr/g2WVzxLO4r9nk4lxIQ9OproF/Nys8uH73Mdzzwt5Bv2f8/6Cq4MdzpuDOacWejNEJI9vCzQRbpLBrNJnCjdkZAYwIqp4sAcoKqAhpmukENNb5ZTe5WVxdAk3vDwyItPeODN7ILAGyE1CAU129/e2ePz6F7IwA5l539ZBJmNuaRlsOt0lNqI12rVb78IqxFzgKsqZrQCWoKnjkpsvws51/xv0vNgrXd5G5Vg8c78DddYdjZr8EFPmW6129Yez84CP8cMfRmMEC2a5mTtqEd/dpGLVsS9wK2LopUu51cVsvAuhOa34RJQOX/xAR0bAnU48iVl0QM14X95V9qm+k2ld//w18aUPsdf33vLA3Iev6YzGrxZJtVzk0QnRKuF2qumy9A1VVMG9qofB4YllQXojdS24SrjsD2Be8fPjl/QPLaEQDKpHBGyNo5JZxur9ysG1gnN19Q2tqeFHTSIN4QOXysTl4auZVeGLL25b78N//eNzV8oR0m+ZdO2EMrv/udty3UTygAogv39A0Hd/b9r5Qu/VbJl6Mu6eJT+6zAipuXL1dqPaLaC2qW67OdxUYjlcBW6dFyuNRE8btcsVk1yUjksVMFY+dOHECJ0+eHPSznp4eqCrjV0REyWKXIRFUFaxZMBW3TypIWjtpIzVdZH1+tJCmC7V/jUzJj5UKH2/RWT5ZARV5T2yRTr0XSVWXKdxoLFXw4imrMSmQyWgSmdx8b/v7Qu9vtdRLVRUU5o0YlPUkIycjgBmfHov6wyeEWs86zQpxQgWw/Jar8KX1e22DizNLx+GVg3JLigxZQRWFo7Ict3l2KhnLjxQAbxw57eh37ZZvGNfwizsO9meG5Yy2fc3f/ekkOpfXQIciVPC4N6xZ7rPo1r0ifyfW1pbj1UNtrrvJmb2/qFj3bift7p3cI0XEWiZbmp+LJ7a8HXM/s50y+QmDKh579tln8fTTTw/5+dix8gW2iIjIO4mogyJL03Ts/OAj/GD7+/jF/uMJmXxu3NuC3pCGXx34EF19ztfNOxE9GYisxeI29d4sVV22cKOxVMEo9Ou09ojZpECk7owXrb8BYGF5IdYtrDAN3miajpb2c45f+/g/fx4P/fsfhSdhz82f6rimkSwNwJ3r99rWmDE6+wRVxdH+PhfS0NrZ42yQLujoD3JkBlT0hDUEVAW6rkvXGQGA5xeU4a9e3Gf7+d2cjbGWbwxabiKx1M7IfvnqzSWo2xM7eKAo1m3PDdHBAru/E5MLRuGvNzUKj9eOTLBCJJAsGhgytnd6jxQVK6hcc3V+Sv09JnJD6ejoSNclonFhlqmyYMECqKqKd999N0mjIr9qa+t/ipafn5/kkZDf8NyJLZlZGsAnX4437mlJaGHUWIwv2zOKMwB4e+6ITAYaW9pRuWqb7RPW9XeW4871sVPvg6qCXYun44qxFyB3ab3wOM+sqBkU+Jj107eksxmCqoKdX7kR5UX2T90jaZreX5vEg+BDTmYAnctrTM/tsz0hqX0S/brtT800zyrq+vj8Rp987hFBFWf/zy24d+Ne10UrvZaTGcCP50wZUoNI6HczAuhy0JXEq0wTBf1BOpECxWaM8yNWXRC3YzWuQauaQYOudZNzx27sqqqY1gGJfH9VAXoF1itFvmbk3wYAQ/5OuLl+RN7fit1nja550tjSLhSwkP080fdIL7j5e8zvOuRUaWkpFEXBzp07PXk9rknx2Lhx43D11VcP+icrKwvBIJOCiIhShdd1UGRE1sxIlYAK8Ekq+oHjHYN+7ra9pl2NEKOmgGirapHUe+Ppr0xrT7OlCt+oKZWuCRDSdFx5Ua7U7wDuW39HilXLwk2707lTxqMnrAmP81xIw/O7PpCqaZQoXb1h3D6pYEh9HxFzpoxHpuTnuezCbDw3f4rsME0Z3bycujA7A/uPd5jWN8rJDODuaUXIclF3J6Ag5vINNxlZkdkvVuNfVFmMbX93vVBABfikmK1ZK+d3T50d9HfinRPyrb1F3j9W7ZkX9zbjTskW1qLt7t3eI72QzL/HRF5hUIWIiChB3LaWjbeQpuOZHUehaTr++/3TuHvD4EnGIslihbIFEGNNknYtno75UwulUtUBOCrcaDACPbKcTLzcBDuixZr8yBSzjGTUYZAd5/0v9i+ViBUwU5IwlzL2UeTk883/fQMCNmMJqgpunZiPXslr+Mjpbvz1i/uS8lmjHWs/NxDQNJt8/+CLUxx3v7p8bA52L7lpSBFmIzgbCmmOCxebFS+1Ch5UfWqM8HkqU8z229uahMcrGiOIdb3WNTRjwboG4WVMQ8ZgE7BwWtyWiAZjUIWIiChBvKqZEU+/2NeKS/7lP3Hd6u1Yt9t+khGLTAFEQ6wnrDLZHMbTX9GOHladJuZPLZTulvMdiYmXwWmww4zd5GdJdYlt8CBSZB0G2XGGdWDV1qaYAbOnbykVH4xHIveRsfyg6pIxWLewQihbyomwbl/jI1HMul4Zk2+nAb6gquAX91QOyoZobGkflAGS97hYQWqz146V/RIdPJA5T3vD5m3PgcH7SbaTleit3up6bWxpx10bGoSXYW3a1+ooo9DtPZKIGFQhIiJKCC9ayyZCWNcRivG9XLS9pqbpeGGPWPDFbDJg9oRVZrKXnaEOZCKILCuymqx194Wln9pv3NsSt8mNHbvJj1HfJijQlVBVgJrScdj5lRsHZR7IjnNTYys6u/swuWDUoIBZ+1Mz8f3Zk/HH42eEX8sLxj6KnvCPXFaPLW+3Yf2d5Z5kS6W6WNkNsgE+s+vIdOmfZC2anAy5FveRRM5TRbGvHWPsJy+X6BliXa8rtzbFpYV1NLf3SCJi9x8iIiJPWRXdi8cX8mSx61jR2NKOx145JFXToLsvbFsA0ZjsiRQ97QvruHfjXiypLnHV+ckI5MgcO6OWyL1VnxL+HcC+c4cdu8lPrGKXZjQdqD98Ar//0ynMLy8cKCxcVpiHH8+dgvs2inVB6eoLY9TjWwYKFN96dT5ePdQ2ULg4kYx9dPD4GdsOUmYdS872hFyPOTPQX2RWZsIcL1YdXWTait90+YX47u2ThmSouF3qGKuLlQiRTjiixWw37WvFT+aWedrJKtb16iQI76bmSSp2xyPyEwZViIiIPGDX4cbJ5BwA7p5WjH+bdTUu/vpvpcekov+Lu2z9BxFWkzHZiTsgNxkQneyFNH1Ii2Wr1p6xyARyIv3Npn2oKM6TnowYk5v//cs/4vWm00K/MyKoYl7ZeDx4w6WoumSM6TZuJrk9YW3IvlxUeQn+9hf7pbJ4jKBFIjsBGW2TIyeIAGJ2mjKysSYW5FoW9nQzsTYm8QG1v+dvWO/PrJpXVohbrs637W7lJauAZllhHq6bMAbbjtifg9uaTuPg8TOD9pXbpY5BVcHf/8UVrmt4mAULsjNU3DGpAH93w6W44Xs7hF6nqzeMnrDm6F4A9HdTygqqOBfShIIVToLwbmuexGp/TESxcfkPERGRSyIdbpym1N86MR9f+4+DUr+XnaFiUWUxGr56ExZIpsyLMks1dzpx/4srxgp/ebdLVY8Wq3aEKCfLcqyWVsSiaTo6z/XhbE8IO97/SPj3CvNG4KX9x3Hdd7dbFhT2op5P5L5UVQXzpha6er14M9pbR9fmcVLrxyi0CvSfr14wslUCCvDs3DKsqS3HvKlFMc9vFd5+ebcKaGqajt3NYkWpdR2DrjG3Sx29Xm5iBAve+LsbsLC8CAoUbNjTgs//6C3h2kLGflpSXeKo2LAOYF5ZYcxOPJFk69p4WfOE3XiI5DGoQkREacltq2CDTIcbmcl5UFXwwHUTcOf6PVi3W6w2CQDcWVGEMytuGfjSHq92tiOC6pDJmNOJu2x72NqKIux8ZDrurChCQGCG4yTAEckI5MgUdwXEC0c2trRj1k/fQtY/vIpRy7bghu/tkNqPTae6TIN563cfc91xJVrkvkzFVskGY2JeXjR60ARRZsK/aV8r9jR/jLs3NCB36WbkLq1H7tLNaDgm3gFLRFgH7nlh75AuWHdPK0J2Rv9X9YCqIKgq0ABkBFR4tddnfPoi08mzbKZE5HnhdKnjiKDquH6KnbqGZlR9Zxs27GkeqOvS1RcWXoJlZIFMLhiFDIfn/Ev7W6Uz5EQoNi2siSj+GFQhIqJhyyxwYlacUrZVcCSZp94iWRaZAQWLKoux/s5yPPPmUanJdVBV8OhnL4eqKgOffXLBKNv3dDJFKMobMWhy4Obp9GvvnRIObhnH78bvb8f6hmaEBdupOO2MYaitKMLuJTfh+gnmy2vMiBSOrGtoxrSVr+OVg22eLvkIaTq+tGEPcpfWY9Tj9Z7WLjH2ZVlhHtYsmOrZ6zp1+dgc06KyZhNz2Q5S01Zuw7rdzeju087/voaWjh7vBn9eZFBiYCnh/uMD7xvW9IHzoyesCXeEsbP54Iem3bycdAAyzgun3YPmlRXaZnA44ba+iwLglqvzAfSfP6K1oqJ19Yax8wPxDDShQrsAXvhShedBKCKSw5oqRESUFFYFXb1gVd/k6vxcPLHl7ZjFKWW+nMo+9X5u/lTLgoBzJo/Hg9dPQNWnxkBVFSySnAQYT+YBYFHdniGfff2d5dh8qG1IXYFrCkbi8fq3hd/H0Nx+DpqmDxw7N4V4u/s0oUK1Tuq1GESL4cZSVpiHbQ/dgAv+cbNwLZF3Tp5BedFo0/9mTPbiXbDUmJh7JXJf3j6pwNPXlmW08Z1cMErofiJbEyWRtWQ37WvF568ch3te2Juwmirh80t3ouvHqKqCL04ukMqSM4IG10640FHtkZf2t+Jn2tA6TdFk/3a4XfqmA7hz/R6Etf4W625q6ty4ejvWLRQLgtgV2g0owLqFFZg3lQEVomRjUIWIiBLKrqCrW2YTbyNwEkus4pRWZJ96GxNRu4KAslkfd08rxpKbS3Dw+JkhBThjdTTZf7wDlau2OZo4ngsNDoS4KeApUqjW7dPmnIwAsgLuE3SNWiKiE8bvvH7EskuSF3VOkiEn45PjNXDcuxI/jujaGyIBM6eFhxOhqzec0ICKwaqb19/ecKlUUAX4JGgg0z3IYBf4dPK3w6tW9pF/H9ycP1ZBLCuyXXni+bCCiKxx+Q8RESWMSEFXN9xOvGVrb8ikuedk9k/qI5cjWRUElM36+MEXJwOAUG2X/cc7Bt7TzaQ+cmINyNUAiCbStcJtAKKrL4y8J7a4WupluOXqccLbWi070jQdG/e0uBpHsvSENdy7ce9AwVqnx92Nyy7Mdlx7I1VrwQQUJC3Itr6hGXuaPx70s6yA/BIeI2gA9Nf5kNnLQVXB4ROdprWunP7t8LKVvfH3we35E9J0rHxN/O+MEYTvXF4zpNCtscxzT/PHni5rHc68qqdGFIlBlf/P3pmHR1Gl+/9bVZ09JJCYkA0YAkJYskFEQQLO4MwQZvDKGhYRxzs6OosKjuOoMHPvMDLenxfQi6MOOoJgEgFFLyrJ3BmVHUVISMIS9jULCQESQkIn3VW/PzrVdHe6uk5tvSTn8zw+aqe7zqnq01XnfM/7fl8KhUKheAUlhq5q0WPnX4n3hpIFZWKvEEQvLSGa8IYFcYoMbcOCOMUVTbTu4E5LT+gihKhZbJBUrdBrt1lchI1euRNr919QPan+38OXFbV5s93S5fX9F6/BbNU3LcdbWDvLVYuL2cUTU4kMg/Xk7NU2rNh+2u1vSGrR5Ooz5OUuy2J0GpgnLLyAu1zEidd2qTN3tvAC/t9XpzArIxEhJvKlhoUXkLNqd5d7pJZnh1p/Fyk2V9QS+VTJsf7gJTxcWKroeecowrt6g41aadxmRXdBbz81CsURKqpQKBQKxSuoKWOqBD0X3nLmoo6QCgmnJSq0SE14SddXApR7u4gh4lp2cJ+dOKjLa0rLHQMALwg4Wtfi8T167jYDtsXroxvLEfHCNsWTap4X8FG5sgiT2D/8o0s7b+45p+gY/oi4mAWAN6ane11Y2XCw2uk3JLVo2nSousvrxVX1qqu4dFfEKJPymibN99PCshpEvVRM7D3kiuM98jdbDqt+dugdSSU+H8QKTQtzUlSLNq7jlxR3UTtSeBKcelLEhtFRshQKFVUoFAqFYjhqFv1K0WvhTeLv4cpYBRVhHJGa8LZ1WInLDFt5AVfb2hV7u2jZwc0dGIPsFPd+AEoXG7zDQk4KvXebRW5ZeMWT6v0XrkGp72uH1Tmyg+cFfFxZp6LH/oe4mJ2ekYh/PnGP0/ceamIxKDYcoZ3RCmJlnqKHtO3yu7b/cFEZXvnypOSiKX9DaZfXNxy8pLqKS3dG/D71uJ+2qRRUXPuz6+xVovdKPTv0TPdyTONMT4iyp+XMy1ZnFqs0QlNNiqur4NTTIja8ESVLoVBRhUKhUCiGo8bQVSl6LbxJ/D1ExN0vqUl/fGSw7DHc7bAq9WqJCQtW9H7RxFDNDi7HAKunj/T4HkcPAJLFhlyEktK+hnDKFlBKJtVv7j2v6Nju2tl/8ZqukTe+RlzMjnBYZLYsz8PNv0zBqRcn4eZfpti9IBZNTMXWI5d1Lx/94raqgDP99ddAmc0VtQjhWEOETCORenaoiaCTgmXQVYyobcKnR9SLpEoiNFdsV5fiKv5Ge2LEhtFRshQKQEUVCoVCoXgBpSKB0kgRQJ8wbxJ/DxGSHcP6lnaiY7nusCo5l1kZiTCZWEXvF0UjpTu4JpbBhnmjFFVpIl1sbK6ohcXCS4ajL56YSuyBYVYRgUAyqbZFmGhLMbPwAt7ac07XBauv1+at7VY0tpolI8xEL4iNh2psCzcDDHoDS06xIfhpp1vbrTBbeZ8YEGtB7tkh6HDBW8xWe0qTKEbctWqXZpFULkKzvKYJDxeWYsNBdVWHxHLXPS1iwxtRshQKQEUVCoVCoXgBpSKB2lKQWsK8XcuzyqFnOVx3O6wk5+IoAil9P0C+gyumbSittqI0Qil6ibSRb3pCFBQGoChGblKtV4rZR5V1mJGuz4KVZYwRFEwsg2AFF3zkqzvwvT//C4OWf4mIF7YpNhvtifjrlRBTXJ4cO8AvqyRJIfXsEMeenNaanRSl6nz1yCKTirLheQFr91/A6JU7FZe3diQ8mMObe871uIgNb0TJUigAFVUoFAqF4iXULPqVIicSmFgGf5mS5uT7oEYw0MsUV8TdDivJuTiKQEre72hQ6M4DJSzIdk1KF03oUsJTCUpTslo7pMPR2zqs0MGiwXP7MpNqvVLMWtut+OU4fRasrM7msGFBrP33MEehT4TZyuNMY2uXnXxSs1FXAmc5370QK5WNXb0HLANdqyQZqdFcuWl2G2WxpJgsNSwjKQoHFuViUGy4Ed3ziOszQPQ9iXhhGx7dWK5ZuJmZnkjs49SdIja8ESVLoQCAydcdoFAoFErPQFz0S+1WK40UkWLuqGQMT4jEqh1nsLmiFq3tVoQHc5iVkYhFE1Ptx38vP8tu2Ko0MkbvajRSO6yk50L6fgBYWFSGjxz+NjMjEYsnpmLd3Gy8l5+F89W1CAvikJDQV/N5iRFK6w+oC1kXw9FZVsAnCkUsFoBSDcbdpFqslOToQ6P2fBzbGdO/D/7zx0PwUvFx1cdhAV0jP1gGaP5zHkydxrLP5KZiw4FLmiMqlJiNinCdETj+miLTnTnd2Gr/b9HMlwEQzLEwW3mEB3OYdOcdaGptx86z14iPGx7EYfuv7sGY1/ao6peJZTyO9y+ONWDbsQYsn5KG30+6EwBQcPASPj9aT3T8zRW1eHdWJmpvmFX1TwuzOiM5b5ot+PRwHR758JBuv20Ty+DJcQOwnjB1SBSXI0J8s0x0vedqQck921OUrJ59onRPqKhCoVAoFK+hVCRQi2iU6kk4EX0e1BAWZAuPN1u1h07IReeQnAvJ+4tKq7sIWmIkQWFpNdbPzcbcUcm6T6QXT0xFwcFLqndaLbyAORvKFH/u3fxMPL65QtHCxHFSXV7ThJU7znQRoH4yLB6FpdWaFjxiO4frbqg+BqBcNJI9ngBUXm4GyzBYueMMNpfX+CRFhWNsfaF6iv8gALDwPPY9dS/G9OsDlmUw/4NSAOSiytTh8Rid3Ae5A2MUi2wAkJcWBzAMPjty2WM/X9hWhXYrj6kj+mJhEfm9o7XdqqiSml5wDNDY2o5eLxXr3ra4WTGmfx+EB3NEx/dVxIbUPXexxrnB4ompsvdsqeewUX2idD+Y5uZm+swymDFjxkAQBFRVVfm6K5QAo77etrsSHx/v455QAo1AGDuBvPNTXtOE7BU7iRZ9E1JjsPfcNY/ROUp8StRQXtOEnFW7ZCeVBxblItFk26XVc+xMeGOPqkWUWkI4Fq2vTEFlXTNW7TiDjYdq7CkpUojnn5kU7VaAcnzf4/f0x5pvLqgSVhgAZc9OQHpCFHq9WGxPefIX7v1eH3x74bryc2u9bvt3eG/9O9WDCeIYMICh5Z/Dgzkk9ArBGYcIFSkW5qRg3dxs8LygavyGB3P4weBYFB+rvy20Eo6d8GAOM9ITic1aOUaZ30l4MIe3Z6Tj4aJD5B/SCMvY7gl6f73uNisWFpURRWyI37E3kbvnSj0nSec6ao6vtk+UwCAtLQ0Mw2D//v26HI96qlAoFArFJ4iRIt4UVBy9RLSwcscZIkGFYYD/mTayi2eJWuNXtfiypCTPCzhY7d1qEsnRIWBZxh61c/MvU/BefiaR34ycoaqFF/Dm3vOw8AI4llHsixLMsUhPiLKlkClYkDKd/TSaPRICIMU3jB3QW7G3DSkLRqdg31P3YvrIvkSCCnDbb0Pp+BVpbbfi86P1UDPEWtut+FhBGqBSoWLSnXfg0Y3lCntFjollEBZkW3qFB3OYOjweLMPoJqg8PNqzD5Y3fM3UQHLP1VqVyJ13mKfnsDf6ROle0PQfCoVCoQQEWiJb9AzhVWJSG8QySE+IAssyilJ49ERpSclXvp+ka9/09p8h4VJTGywW3u4NwrIMfjamP0alRMumnimp6mTtfJ8S/xazlUdbhxUnrrQoOqekqBBUN3vf66EnwjFAbHgQ6m92+Lor2HnmGvKYUdfcAAAgAElEQVTS+sr6iSiFYYDhfSOR+8ZeRccV/TbCgjiEBbFo61CXhKbmTMKCWMMiu0wsA0EQDBUU549KdnoG/Gyjfr4pD49OxvvzPEeXeMvXTClKRH8tETRKUmm91SdK94FGqlAoFArFrxGrIPR6qViy3K4nikqrkbNqF9YfuGRf3LurLkOKEpGg3So4VZMxMjpHKgrHlyUleV4AzwsI93J+frsViF5S0mWciJPqGy/nud3NLau+jkKF4wFQ5m0i+hW8tvOsojYaW32/wO8p7PzVvWg2+09a1ovbqvDLcQN0LSn+oyF3YGnJccWLenH8igag3mTS4DsMqx60Nj8TX51qNObguB0B4ujlpVcFORPLYPF9g4jeqzRiw2iUiv56VCWSew77ok+UwIdGqlAoFArFbyE1V5WCNIR3eEIk8e6cWKJRieGfkf4xclE4avorh9z5uPaJ84FnTmuH9DhxZ1JcVFqNBYWlunsbuCJW+dhcXkP8maU/HIxl/zxlVJcoDoQHc0hP6CXrweNNBACr95zD8rw0bDtWr4s/0f+duKKqspKjmfOz9w3CBwervWIozDJAyfEGVWlDckwdHo9p6YlYYKCXyppZGU7PGL0i+NRElyg1PzcSNaK/0VWJ/LFPFP+HRqpQKBQKxS/RI6fZCC8RJTu0kwbH4mcbD3mMstHi80IShaOkv55KSgJkUUPu+mT14U4eyTgRx5rRgoqJZTBlWDweKihVlDaxYruyqBaKemZlJCIixGTfxfcXBAFYWnIcq6ePROmiCZiXnaT5eEpx9dtIT4jCH380RFM/SBEEfcuHi5hYBsvy0uziMwlhQSyuL/ux3R9FjlATi4U5/VyOQd6e9DG1RZf4wtfMFSXXwVtVifyxTxT/h4oqFAqFQvFLtAoiRobwkhj+sQxQXNUgKXi88uVJTWlNSkQntQaFjoIPiYAj1ydS9J7iywlnSnxU5PBkhjsjIxFzNpSi6BB5lAoAv6sQ5G/oNV4cUzS0pLY8PDoF8wwwlxXHcXZKNAoeGo0Fo72XquFq5izeu/7j/04gyAuLciP0TsdzUvKdz85MQnR4MGZlkglb+VldfarUjjETy+C9/Ezc/MuULka0/ojcpoGeor9e+GOfKP4PFVUoFAqF4nfoIYjo7SXiODkUDf+kFtBcZ5lMT4LHC9uqNPm8KBWdxg7oI/k+1xDyI3XNToJPxAvbML+gVFbAWVJcpYs4Ecwpr6ojR0FpNQ5eutZlgq9krJHwzW/Gu/Ur+OW4Adh4qMYrqRI9BXG3/sMFozSPF9ffAIkQKcVTuQPx6ZE6Tf2RwvF+560qLQtG346IcCeudgSYp4Srh4h4b39mwkBF4vNPhsWDkRkinqrpKBljjn3+2Zj+fr+QV+KF5o9VifyxTxT/hiaAUSgUCsXv0COnWS8vEU+eJQcW5bqtJtPY2o7Pj9YT9d8VEp8XJUJAUVk1CkqrJcWO3IExWD19pL2tLRW1+PWWSljDbrdN4i9h4QWUVDUQ9UkOs1XAu7Mz8MRHlZL9josIQlNbB9oJs2gsvICcVbsBwOk7HBwboWt1orS+kV38CirrmpG9cqdubVCA//zRECz54RD74tLKQ1WUlLsKUIB8pRRP9OsdaljFq9Z2K3acvoKJg+7AkDsiDWnDlY8ra8EwNhFBj0g0X2JiGez+1b3ITrkdceN4bx87oA/2nrvqNhXQUXgT/b48pVHJ+Z2QVON5e2Y6ZmcmISLY2DQdOZ8sJb5gSr3Q/LEqkT/2ieLfUFGFQqFQKH6HHoKIGMK7/sAl2WNIhfCSTA5dF9AA0OulYtk2PSFXqlFpBSJP7Dt/zf7f5TVNNkFFjeEC9PU8eOqTI5icFgcGwJenGm2LniAO09IT8OzEQchOiYbFwiN6SYni9BjH73DdnCzisSZHqIm1jwFHM9wV28+o8rCgSHPmaqvTb3buqGQMT4jEqh1n8EFpNZGPDwNgzcwMzB+d0uVvPC/ggRF9sf+Z8Vi1/TQ2lJKnbPUOCdJtTLnjB29/g2COQX5WMkJNrOGmuuLvZcPBSwE/ji28gNd3ncGPh3YViFrbrdh19ipMLIPc7/XBweomt6XXSdIcGQAF87MxO8tzipbjuBXF+VATi+ToUFQ33cLPN1XgqU+POJmP64mc0bnc390dT405vLvrICV4egt/7BPFf2Gam5sD/Pbo/4wZMwaCIKCqqsrXXaEEGPX1tp3u+Ph4H/eEEmh0h7GzsKiMSBBZmJMiKT6U1zQhZ9Uuj5NfE8vgwKLcLhMktZ+9abYg8kVtogpgE4tuvJzXRewpr2nCiu2nseGg8tK/UojXcGFRGdbvPNzZgd66HV8LJpbBujlZeHBkgttdUtJx4un4k9PiVEcWOfXFYSyKO7shHKtK+PEmo5KjUFF7Q5so1nrd9m8vjRup3wfPC+j1YjHx9TaxDL75zXik9Y20RxW5LiL/bURfFJWRiyr7nroXb+09r2lcksIw6kxnAZvvEwMYbtAsi5fHTqiJRYeV93jeJpbB/qdzMSQuost9R+2ziSQa5P0DF/HYpnKPkTJ6lT12t2ng2NYTYwfg7X3nPUZquPZFzbVxvS5KomK8NdcxsoIfxTekpaWBYRjs379fl+NRTxUKhUKh+CV65DTLeZ94CuFVa5SrtaqDiDufF9HPQE9BBbD5NFgsvGZvESNKJ1t4AY98eAinGm+6ncxq8b4Qj88w2j1cxLHo6iUQtYR8ge8r3p2dhTWzMnQ9poll8J8GVoaR8kFq67Aqut4WXkDO67sQ+WIxQp//Atkrd3bxOlIiqADA+NV7MCw+UndfIHdoiRzhBWDK8L5OHkA9gVsWz4IKcDuixbU6jhq/L1J/kcq6Zjy+uUKybySVzEghiSh5Y885RdX3lF6bsurrbq9LZV2zz6sSueIPlZIo/g0VVXSmoaEBx44dc/rHbDbDYrH4umsUCoUSUGgRRByZOyoZBxblujUPlSpHqcUoV2vlEBHXtCa9Kuu4o7Xdiqtt7ZrTFaakxRFVRVK62PRUvUccJ1oEnS9PXsG6OVngVB6CY4B1c7JwtK6li4mnktLJvuK/t59GVlI0gtVeABfE6KJFE1IRajJmqimV9qdF1OzgBV3SW6yd5Y+XTR4Kf1+D/fN4A97Lz0LTssnEJYJ7Cu5M0JX6fb1/4KJs1TQRrRXvlKBHxTPXvii9NncRXpfujFx1JErgQD1VdOadd97BK6+80uX12NhYH/SGQqFQAhu9cpozk6K7eJ942nHSapS7eGIqCj2Yw5Lg6vOiZ9lfV8KDOfzjuDaTWRPLYFleGuZmp8ia+4nf6abyGmLRYXNFLd7Lz3L7vQ1PiETfyGDUNJtV9b213YoHRybgu0W5GPPabuLrzDIAyzCw8AJ+vqkcZgsfkNV9Csuqsam8BjHhQahvaVf02V4hHNotAsywCRr3D4+HAODxjyrwULtV9/LYIq6/D8fwfFIvJSOxGTfXw9/XSrcsPN4/cBGzM5MCQgD0Ju7u7Ur8vkJNrGQqD+DsL5KeEKVIyJe6F5KgZ8Uzx74ouTaAdNoZiVl7oKPUq4bi/1BRRWcee+wxTJs2zem1OXPmgGWp+k+hUChqIBVESHKeHc1DPaHVKFdL5RCRxtZ2lNc0ITMpWveyv65MuvMOPLqxXNMxlk0eisykaGQmRRMJYevmZmP1tJGIeqmE6PhSVZ6KSquxoLBUky+E+B1mJ/fGvFHJRAtyBrb0Cb4ztMFos1CjsfCCYkEFAG6YreAY4LV/G4EgjsXT/3fJacwboSk4pv25W5zkpPjHomTnmau+7gIRj20qR1ZylKHmuv6EiQEsBAPT3b1diQF6cnQoTje2enyPGO3x1+npmiveuSL1TFSyaaCkL0qujRxyZu2BjNLqSJTAgIoqOhMXF4e4uDin10JCQiAEul06hUKh+BgpQYRkx0dpuUg9Kge5i7JRwudH61FS1YD1c7PxwIi+hi12TCwDQRA0R8FU1bfY/5tUCIsINmkSr8SUKK1Gm47f4U+GxRN97/SpfhurADzzv0fAMgAfZrzZqCjgSS1O/EXMCJQxYhWA13eeJb7nMXB/blKv+xskggogfW8niUQ0sQyqm24RtbO5ohbvzsrUXPFORO6ZqDSiRElf9IjSFNEakeOPqK2ORPF/aPgEhUKhUHyGu3xiJTnGonGrVF72K1+e9GgQ6MlAUIlRrlSfRXHhxst5mJetfOdJnGCduNJiiJGk6H3x1alGzcdy5z8gZ+6nxH8msVcIKuuana61HilRrmbHXxzTXgWop+KtVJeq+hZDPYY8ERbEItzDgjZQ2VxRi2dyye55Hy4Y5daj6sMFo7xizusNOAZ4esJAt38j8ftaMyuDOHqttd0Ks5UnvhdKiT2A/DOxqLRaN98vd30huTakSJlRBzLe9M2heBfdSipbLBZ89913qKqqQkNDA9ra2vDHP/4RLS0tMJvNPdpThJZUpqilO5TFpfgGfx877nbSfjDY9pz46lQjUY4xScljKUjLRQLw6A+ybPJQHKtvkc2L5nkBvV4qVr0zuDAnBQKgm0+EYzrO4NgI5xLQGsqbtizPI0qvckTJ98gACOZYmK08woM4mK08rBoW1a5lQbV+T/5IqIlFQq9gnLtGtmuuGi+WxQ0P5jAjPUH3Klgk6P1b9Cdaludh65HLkvc8jgE2zBvl9HtxjEQrr2nCzz48hLLqZmUNe7mkMikkzyCpNMf0hCjie4lYHryyrln2XmhiGRxYlKv6mSh+HoDq5ydpX9xdm6dzUzH+r3sUXRdPkSr+PtdxRMnzheTcKdrwy5LK69evx8iRI5GXl4dFixZh+fLlWLVqFQDg5MmTGDJkCBYtWoTWVs95hRQKhULp/kjtpH1+tB6fH60nrgSgJUqBtFzk8IRIycpByyYPxdKS45I7ggUHby+6tOawk+4ik/KDwbF2fxO9SkDLhaRLIbez6YgAwGy17f62dlhVCypS1Z/09BrwF2ZnJuGyCq8Ub3H/nXco/kxruxWbDikrc6wHHAMsmphKXMY7IoCq6Yi/X8dqaa6Vm4I4FiXH6+2Rfo6RaOJ9XbGgohNvzRih+zHlnkGOkYgty/Nw4+U8rOusSKckGkSM9tBa8U5JFISS+64Ua2ZlSPZF6tpkp0TrEpETiKgxwKcEDprv9n/605/w1FNPoba2FgMGDMC0adOc/EMiIiIgCALWrl2L/Px86i1CoVAoPRg1IfuiwCFO5AF9qxd4alecfLpODhdNTMXSkuMeRZmHCssw9e/forymSbNw0dpuxZC4CI+TYCXVcD8/Wq97KLiWCbC4kBsUG665H3KEBbFoWjbZvvhx/ps+ApO/YGIZPDlugF9XdfnXySuKP2OLUvLNfPJoXQsyk6KxbPJQ2ffe9OPr7orj7zczKRo/HhqPDqtz/29ZeLcig69SsRz59ZYjhh3b3TPIEak0RyUppCKOoparkO8qAjui5Jkopmq6a4uUUBOLhTn9ZN/n7tosnpgq+7xyvS7dASXPF7WbFBTfoUlU2b17N1asWAGO47Bq1SqUl5dj7dq1Tu8ZMmQI9u7di759+2LXrl344IMPNHWYQqFQKIGL2ugS1xxjb0UUOPqEOE4OSc9DFC82HqrRJFwEdZarnDsqGfufzsX8Ucl2X4fwYA5Th8cjb5iy8GfHhQLpzrsUekyA0xOiUHtDXUlkJbR18PZoF1f09BrwB3hBwOnG1m4lFAHADB99R1YB9t/MMQdj5kDH1T9k06FqzC+QrqjlKjIYWe6dFKM1NimfCyk/LZ4XMDg2AuvmZCmOPPEUASPVntooCNe2Fowm8/7Kz0pSJaKLqb8mD1VR5SJyAhU10UuUwEGTqLJ69WowDIPf/e53ePTRRyXfl5aWhj//+c8QBAGFhYVamqRQKBRKgKI1usRR4PBWRIG7EFyl5yEuQH4yLF61cNHBC/ioogYLi8ow/q97UFBaDQEC5mYnYcn9g1Fc1YDPjyo3WCUNBecYQKrrek2A91+45hWhTG4HUKvA5E/wArCwqAwTUmN83RXdMLEMfjlugM/at/ACVm4/bXiknDexCsD4N/ZiYVEZXvnyJOZsKJWt4iPeO7wRNegvbCqvgaXTfFbK5HzToWqn1x//qAKT0+IwdXi8osgTwFnI92SqDmiPghDbeva+QYqja0hxTP11J2wHcwzRdTEKJSb5alETvUQJDDSVVK6oqAAAPPLII7LvnTRpEgDgyBHjwvMoFAqF4r9ojS4RBQ5xkkla/lML7iafas7DwgvYdqwe6+dmqw6Td13otHXwKCqrQVGZ4kM5IZatFEtAL996AJ8dvYw2OBvaApA0ZVQqqLgaXIqlcb2B3A6gKDB5Mij2ZHLsb1gFoKSqwdfd0AVRwBvTvw9CTSxxdRW92VxR69cpVWoQ/UOUsKm8Bq9MSQsoHyItZZ/bOnhELynB6JRo7D131Sk6Rrx+rtdQ9AszsQzW5mdiWnqiZIl5KaRKh68/cAmFpdV2s23SZ6KneyDJ/U+NiE6SIsYLUPU80YpcCWo9Mer6UnyPpuo/8fHxaG9vR0NDA4KCguyvR0dHg2EYXL9+3f5aS0sLkpOTERwcjIaG7vFwJ4VW/6GoJZBczSn+hT+OHa2VVVzd8LVU/yFlYU4K1nVWARJRex6OFR5W7TiDzeW1aPUTIzqxag/PCzhfXYsQjkV07B1uJ/+ugogSpKo+lVQ1aP4eWQByy1xP1Src9dWTiNTl7zpUIwJsEUEMjE9n0B2DK7gMig3Hx4/k2FMgHiooRZEOZrVaFtkUnfBS9R8GQNFDo/BQoe/8X346PB5/zksjXjTrXdGH9B4od/9TysKiMiLBx90z1xNa5zruBCsR1+pweqL39aUoR+/qP5pElczMTJw/fx7/+te/kJOTY3/dnajy3Xff4f7770e/fv1w+PBhbb0OMKioQlGLPy6MKYGBv44d0omV28/mpOC9/Cy3EQ5GTJBdJ5+OYsLPNh5SdR6OJYctFh69XtqGWxbfLunCgzns/vU4vLbzrE3suN6IsCAOs8YO03WnzsjvCrAtuv/zx0PxyIeHdJ0gy4lI4t95XkDUkhJFx+4VwqHDKuCWhfcYFWQUYUEs2i28PgKOgQtjjgEOLp4AAE6iHKWb4CVRxcQyMP/XT7DxUI1PjXWV3IuUihF6iwRaRHTHY0S8sI0osizUxOLmX6YQt6VlrqNEsDJK6NDj+lLU4Vclle+//34IgoClS5eivd1zub4VK1aAYRhMnDhRS5MUCqUH4418V4qxqPWr4BigsbW9Sz65p5LHf5mS5tEgcGhchGR7jiG47nLZr7a2K6q2I/bLMZXIZGIxKzNJ2UEMICclGne5lLhu6/BcSlQp3qgOUt10C3Oz1VXO8IRUZQ/Xv0eEmMApHNtWAW7NKEXzyKZlkxFmUFne+aOS0bJ8CuaPTjHk+HphYhlsmDcKR+taupRip1CUYOlcwGqpeqNXPzxVExIpq76OgoNk4v3GQzWSFX203APl7n8ktHVYiVP1bll4r5USVlKC2ij0uL4U/0BTpEpNTQ3GjBmDlpYW3HnnnVi6dCnGjRuHQYMG2SNVzp07hxUrVmD9+vUICQnBnj17cOedd+p5Dn4PjVShqMVfow28jTfzXbsL/jx21EQssIwt39oVx503dzs+7kJsc1KisefsVcnd+VEpUXgvPwuZSdEe+8oxtrQB0tNwF9ZcXtOE7BU7fZZ+wHVeV6f2XXaN9dip0xKhpATHSCBv7wCWXWrC6FXKv0vHPrty02xB5IvF2jvnBsd0NF3S6GSiDUwsg3sG9Mbus9eIDhdqYpGflWSP3DE61Y/iQ7wUqeKaQgrcvk98erhOMsrNKDyluhSVVmNBoXQFJne43kv8JQrCYuER9PwXxO/v+K+fwGQiE5PVznWUpPG6GzdauHDhAjZv3oxNmzahsrISL7/8MhYtWqTLsSnk+FWkSlJSEjZu3IjevXvjxIkTePjhhzF48GAwjG3QJScnIysryy6orFmzpscJKhQKRRuObvHiw080aNNrF53iXaR20kYlR0l+Rmqe67jj527Hx7Vc5O5fj8Pec9c8TlRLLzWj+Fi9bHSFVQBYhsGEQWSVVRpb27vsTGYmRWP5lDSiz+sN605QcYPWnTpvVQdxjQTy5g5gUWk1xry+S7GgEh7kuRJRWBCHUMLFhVJE4+fMpGikJ/QypA0RlgF+PDQO313wvDPvyOzMRLyXn4XBsRFYsf10QAsqXKdPDsW3iAatjlGv4n1i/ugU+3MpRGkYokocK9o59kl89ihNywvhnO8V/hIFIVXCXq/3q0FtCWol1NbWYvXq1cjNzQXDMPZ/BgwYgN/+9rfYv38/2trasHjxYnz/2VWykUsU/0ZT9R8AuPfee/Htt9/iv//7v7FlyxZcuXLF/reWlhZERkZiypQpeO655zBkyBCtzVEolB6E3KJWXFAPT4ikESsBhih2iB4pJ660YMxru1Udy8ILmLHugN3E0h3i5PK1nWeJFmcvbqvCnnNXiUKDB/YJx+PzBmChzCT486P1KKlq6JLT/vtJts2GF4urIBi0bmQZINTEobXDFq0zaXAsiqsaYCFsUKwQ5G6HV24XVGvVJ1IeHNG3y2ve2KnVkto06c5Yj/1iWQZJ0aE409iqpYtuEUUonhdQUXtD9+M7wgvAF8eUlfwuKK3GRxV1fmPmrIWAMx3uhphYBlOGxWNhUZlk1Kv4XLLyPD4o1W6CLEdruxX7L17DW3vPO/UpoVeIqvuJ2coTR3h4E1EcJvVU8SQ069mn8GCOOFLFsU+uz5WGhgZs2bIFmzZtwldffaWqP9u//Bdy2DsNM8alGI9mUQUA+vbti1dffRWvvvoqLl68iPr6elitVsTExNhTgSgUCkUpSvJdlbjFU/wHpWKHFKcbWzF65U5smDdKckKiJGJCAHkZ2o2HarD6wZH4blEu/lhyHJ8dlV48SgmBdmFlW5UhqUC8ANT98YdgWcZutKvkejuWs1aajqdk8qqFwrIafHrkMmZmJGJKWjy2HrmMTw/X2YUko1IGSe5TUnxxtB5FpdWS6WsWC4/qpjY9u2tnVkYiKuua8cqXJ2E1Ss3TgFWAakHFxDIBHdlCIYdlAEEm4k4sgz6/QL4sMc8L2HL4svEdhy2yZPzqPV1KM6sRUb0lRqiBZRnMzkoiSgHNz0rySmQNyzKKS1DvOnoev399Lb7552fgz5bq26EJP6MbhQGOLqKKI/369UO/fv3s/3/t2jX06dNH72YoFEo3R8kC2N0uOiVw0Cs9xCrA44REacQE6aLsloVH1JIS+w4jyXFdhcDymiYsLTlumLdKeDBnDwNXc73DgliEcKxbjxl3CxNHlExe3SEuiN7ed172OxH74tqWXB/VonXs8gDmF5SisOwSvjrV6FRmGgC+OtkIs0HVoYbERXRLn5LwIA7fHxyL4mP1siW2/QVa1lk9noav6MszZVh8F0HFEcfF7ODYCK8ZIeuZ5uItMUItiyemouDgJY9RWxwDu4eSt/pUWFrddVyYW4Ez+4Hju4Ez+/E+gPfn6dx4rzhgyHhg6Hgg4bY1Bt0oDFx0EVUKCgpQUFAAs9mML7/80ulvI0eORGJiIn7xi1/gscce06M5CoXSA1CT7ypl9kjxb/RMD/E0IQkL4hAexBmWTqBkh9FVCNQS7UDC6ORoe1tqrndbB49eLxXDbOUlU5Q87bJJTl4d4BhgyvC++PLkFbu4IJYYzkyKxs/v6a+5zLDeO4F6jF0BttQwkdZ2q9P/G8UfSo53y7SU1g6r4lQjXyMA4BibtNIdvxNvwzHAO7MzsTCnH1iWwdS/f0sc9fpefhZxZJ2/iGEmlvGaGKElpVLuWmm9lkr7NjjahF/GXsLq99ZDOLlPY+vuSUhIwOzZszFr1mz86PNraOuQP0u6URiYaE68e+SRR/CrX/0Ke/bsQXNzc5e/C4KAkydP4rnnnsOjjz6qtTkKhdJDEFMGSHDNd6UEFkq+axIczf8cYVkGMzISiY+jtDyuEhyN77xh5Lrv/DW7CZ4oLinllkVaUBGRMrXNTIrGujlZkmWoxbK5Wx8d47bEsP0YnabD87LVR5roWSJT77HrLUwsQxfvfoZVsAkqLHSYnPdwrALw+OYKVNY1o+DgJWKRclO5rSzxjHSy58SC0cmq7qV6IlbAUysSOxrkeqK8pgkLi8rQ66ViRL5YjF4vFWMhQVlokZU7zshWyuMFqLo3H6lr9ti3W7du4ZNPPsHcuXPBcZzdMDYyMhL/88KT+ggqob0w9P5Z2L59OywWCwRBgCAIqK2txeuvv47su+4mElQA9ca4FN+iaVt3w4YN+OSTT8AwDJ544gk8/PDDXd5TXl6OwsJCLF++HFu2bMH999+PefP0jqGiUCjdDTX5rhTvoLf5p9b0EFc8RS49e18qPii9RGQIOyUtzmbmakAEiaMQ6A0jV1FIeDo3Ff+9/TTMBIaBanHdZXP0YLEKtkWAAMDKC12iUYDbPjue+PRIna59dMXdGHd9Tfz/GemJ2HDQ+HLRemLtZik/3Qnxl8kx1OBWCxZewFOfHsZewhLegC0iL/SFbRAIHhAmlsHi+wYBDOOVcvHumDo8Hsvy0lQJKkq8sdSkfTpiZDr3lopa/HpLJaxh0YC1Azh/CK0ndmP9q3uw3tpOdAxFBIXZUnaGjgdS0gHu9rPqYjCH3NwJbvuuxRiXEhhoElXWr18PhmHwwgsv4Pnnn3f7nri4ODz99NMICwvDc889h/Xr11NRhUKhEEGSMuDNsNeejtQk7JncVAyJi9AkspB816R4mpBkJkVjeV4aXthW5fEYJpbBsrw0TEtPxKMbyzX3yRVHIdBbRq4bDl7C+16Y/DuKWu4m4+J/m1gGa2ZmYP7oFADerSYkJby5G+PfHxQDqwDsON2Itg4eIRyDxOhQ1DbdgtkqINTEguk0ywwUAqirfksQy6DDQPDpUsgAACAASURBVHHKKgATUmNw4GJTt6iA5At2nr6q+DOkguPYATa/SD2fXaSYWAbr5mTZ751SSN1TlYgkelRh1Dud22Kx4Ouvv8Zb6z7AJx9tBtr1N/MOCQlBfn4+Hpg2AzO/tgCmINnPeOo73Sjs/mgSVY4dOwYAbiNUXJk2bRqee+45HDlyREuTFAqlB5GZFI31c7MlH+haw14p5HiahImTBC0VVuS+a44BYiOCUd8iv/MkNyGRq7TjOK7SE6Lw5McVupqFugqBekfqSOGtOb8oapVVX8eCwlLJ3XYLL+CRDw8hiGPwxbF6JyFjRnoifjluAMb079Plu9RDhHInvEmN8S+OOVeBMlsFnLt6exJPUiaU0r0wsQy+fToXh2qa8PjmCsMW1DvPXEVwgOUCcSyDcQP64GB1023j5UGx+DzAfG7k2HX2KnJW7cL6udlYPzfb471OC6kxYai9YUZbB+82ss8dnqJQACgSSfSowqg2SsNqtWL37t3YtGkTNm3ahCtXrsh+XjEMi7E/mornfrEQkydPRlhYmNOfeV5A+LfFukSY0I3C7o0mUcVisQAAYmJiZN/bq1cvAEB7uwGhWBQKpdsyd1QyhidEOhlUkk4sKPogt1MlorXCitx3DQCjV+70OHElnZD8ftKdyBsWj5XbT2NzRa3khJVlGczOTMKGg9WKzsVT/9wJgb7Y7TSKSXfegZ9tPITC0mrZRYaFFzDng1KnKI/Wdis2HLyEDQcvIZhjMCc72Umo00OEmjQ41kmsIR3jcjAAQkwsblls4ykmLAiXmm5pOqa/M2FQDHafuRowlXb0wMILeH3XGSyamIqxA3pjl4IUE6W0B9iF3ffrezE8oReCGAbXzR2ICQtGW4cVUUtKfN013REFiIL5xlRqYQDUNJtt95Mgm9gsN++Ri0IZO6CPItNePdJ2ZO/ZAg/UngBO7IZwdh+4Vxrcv08rg8fa0nYG5gDBt8WT71gGqXfndhFUiPrugNyGDt0o7N4wzc3NqmcQd999N44fP46tW7diwoQJHt/79ddf48EHH8TgwYNx8OBBtU0GJGPGjIEgCKiq8hxuTqG4Ul9v29mJj4/3cU/8A729PLozeo6dhUVlihewJpbBgUW5mszzSMOWHdtUI+bIjavymiZkr9ipOWViUGw4Pn4kR/KaeDo3r9J63fbv8N6KPyoa0eq9Y+v63ZbXNGkqBzx1RF9sfXSM/f8fLizVTTh7eHQy3pyRgbAgDpV1zbJCYCAj/s6P1rVg3jtf2V5UMW4CkSCOQUd3/WI1ENopKjr+/7T0BBSV1Uh/SMM9xx8YFBuO04SV37Qi3gvzs5K6PLe03hcdCQ/mUPeHHyoSw1qW50mm7ZTXNNnuhXWnbKWKT+wGmg2KXkq9y1aueNAYICSC6CMLc1IkI21IrquSOU95TRPdKPQD0tLSwDAM9u/fr8vxNEWqTJ06FVVVVfjtb3+Lzz77DH379nX7vitXruD5558HwzCYMmWKliYpFEoPhsTAkqIvaivTyIUDyyH1XRsRuSQ3rjKTorF8irwPixy1N8xIT4iS/LvbcwvicN+gWPzfCWMMc/WGF4zx63ANSZfb8ZPjn8cbwPMCKuuasWL7Gd0EFQD4qLIOa+dkg2UZZCZF4/252Xi4sKzbRXKIi7v0hCikxoQjmGXQHgBjVC+6q6CSOzAG+85fU32/cU2Hu2XhPQsq3QAtgoqJZZCXFocvTzWitd2KUBMrW7p+fmEpHt14yB4RJ6b2kKTqkNLabgUYqErbEQQBhw8fxqZNm7Bx40acPHlSlz65wg4cBb5/NjBwFBDTT9OxPEXa6B1hIlayey8/i24UdiM0Raq0tLRg3LhxOH/+PKKiorBgwQLk5uYiKSkJHMehrq4Oe/fuxdq1a3H16lUkJCRg3759ROlC3QkaqUJRC41UoahFr7Fz02xB5IvFqj4bHszhxst5hk0WvB25NGrlDpRVN2s6hqedPEfKqq/j1a9P49PDdWjr4BHM2UwxvWKG6se7xq67ia47fkp4a8ZI/OaTI4aIVS3L83Cq8SZW7jiDjWU1MFu7l6QyKDYcy6ekOXnh+PO4oZAh7rYDcPpdsYzBnkw9dOw4RuBZLDyutrXj2a1H8UGpcpGXYwATy+p2rxGf3z/beMhzpOrVS8CJ3eh94Vtcv3Ral7Zdue+++zB79mxMnz7daQN/YVEZ1u883Nlh7WNHLtJmSXEViqsa7GbGJpZB3rB4LJs8lEaYBCB6R6poElUA4OLFi1iwYAHKysrAMO4ntYIgYPDgwSgoKEBaWpqW5gISKqpQ1EJFFYpa9Bo7PC+g10tkJm3uIBUR9MQIsYXnBUS8sE2TKSmpyOQpDYgBEMzZJs7hwRwSe4XoH3buxwscqWvI8wJu3OpA76X/8FHPbhMezGHNzAw88uGhgIguUkMwx4AX4Hx+CscN11kxqXvJTYGLu/RJnhew/+I1jF+9x9gUNoPvOf5YnYsBsHxKms3by8FU1l8QBWx76svVWlvKzvFdQMNZQ9ocN24cZs+ejZkzZyI5WT6Nt7ymCaP//BmsgqB57Hh6PhuRdkzxPX6V/gMA/fr1w1dffYWtW7diy5YtKCsrQ0NDA6xWK2JiYpCeno6pU6dizpw5CAkJ0aPPFAqFQvESWkxB5Zzw9USc/P919zlsqaxDa4dVUzUiV9o6rJqrvJCUSZQzTBUAWHge+566F2P69UFlXbNuOfSBgFTJSpZlYOL8o0zKpMGx3VpQAYB2HVbYv7r3e/jrnnO0vrMfYGIZ7H9mPLKTnRemLMvgrb3nA9oTyMQyeDlvKH7/hftqb75CAPBScRWWlhz3r3vFjQawJ/fi4NeHwMwzxgMzJycHs2fPxogJP8bGM1a7oHQomMPg+ETcx0SCRKLITIrGG9PT8estldAqR0k9n/UoKU3pGeiyfciyLB588EE8+OCDehyOQqFQKH7ET4bFY8OBS4onpCQiglbE0pFFZdVdPA60ViNyJETjgp20KhFJTrxVAN7eex73zI2RzfVm4L9rVjV98yTUhQVxXUwyvY2JZTqFL3+96v7DF8fqA3qx3p2w8AKG3BFp/38x2i+EY1V5avkLDID1c7NRcrzeL++DvADwvgqhabkKnNxriz6pPurcLwCHdWgiIyMD+fn5mDVrFu68806nvxWVVuPfPFQpIn1mT89IxND4CLx/5IaqNFDA8/NZj5LSlJ6BJlElOjoaLMvi8uXLCA4O1qtPFAqFQvETXvnyJF7cpnyHj1RE0AJptRw9dpK05KmTmtgpMQV2NNWTMu+dmZ6ATeW1PhUZ3MGxDB4alYwpw+Ixv0CZ0aycUDc9PRGFZfqZziqBY4B1c7Lw+EcVPmk/0PBWtRSKPOFBHCwWHntrG/H23vP4uLIOre1WhAWxaOvwr/uHEkJMLGZlJOLnm8uJP6PWP8Zw3xm1tDYBp/bZKu5cNOjeFNPPVqp4yL1AbH/JVDIxLbeyrlnX6I8RCVFYlzEY787KRPSSErR2kAsrnp7Pap/JlJ6JJlGlf//+uHjxIk6fPo1hw4bp1ScKhUKh+AGvfHlSVcUbpU74apALyXVF606SmigIpVWJbrZbiHfZXNNg3FUTaOuwYr2OVW30wMQy2P90LrJTbNfDyoP4e5QS6sRoJV96EuQOjMHq6SPR1mHV1Ad/9H6gdH9aO6zo/YeufkSBLKgAtspDV9valf0mVf7+fC6o3GoBTn1jizw5V2pMG9EJwNBcm4Byx/dsNyw3OIoiAJzuz+HBHBJ6hRgS/WG28ooElXnZSfjdDwZLPp+V3M+lUlMpPQdN3/xvfvMbPPfcc3jvvffw6quv6tUnCoVCofiY8pomvFhMJqiYWAYWXtBc2lgJakpHbi5Xv5PEsgxmZyURecs8PDoZb87IcDLK9WSeK4oCm8vJy45KpcE4locOC+KIy2F6g9tiWxRumi0IC+Kcomw+9FAlR0qoI41WMgqOZfDtU+Mxul9vFJVW46ECbYuZMBOHwXeEo6L2hk49pFB6LuHBHGLCgonvg+KzzK9pbwVO77eJJ6f1Mdh05Y6EZDzy0FzMnj0bo0aNRtSSEsXPEQsv4JcfVeLbC9ec0vxa2604QxilpjT6IyyIQwhHVgEpPIjDhnmjPB5byTPUmx5yFP9Ek6jy+OOPo7GxEa+++ioYhsFjjz3WJWeOQqFQKIHHiu1niHfMgzgGV5f9GBHBJq+EvioJyXWktcOKhwpL8byHnSlPLJ6YisLSatlJ99W2DpxqvInMpOjbURTltTbz3CAOMzNvm+eqFQVI/Gq0mAwbwX/8cAhKjtfj55vLb6codRoJi1E2+y9ew1t7zuGjzvQDT0Kd0mglI7DyAtLiI+190bqv39phpYKKC4Niw1F7w9wt0lEo3mVWRiJMJpb4PugzfxN3dJiBs9/Z0nZO7jWmjYg+wJDOtJ2kNICxeYddZxk8tCgXmUnRuGkmj6B0Ze/5a5q6pzT6o7KuGe2EqbqzMvV9hnrDQ47i32gSVfLz8wEAffv2xZo1a7BmzRpERESgd+/e4Dhpta6iguYbUygUir/C8wI+ViBatHXwYBnGaxMKLSkWRWU12Fxeq8q4Vs4UVuTzo/UoqWrAE2MH4O19552N+DpuG/EtmzxUVeUHMQ2GpHQ0qRDkDZb847jT/7szJbxnQAzuGRCDtQTnRhqtNC87CRzLYsNB/cUlcXdSTeSUO1jQEsOOmFgGHz+Sg/SEKLtxaq+Xiv3OJ0gJfSODcbml3dfd6PY4pguS3AcZ+CiFp+MWUPYFsK8QsHYY00ZoL5twMmQ8kDICYD1HVDim3vgy4lFp9MfKHWeIsrcYBsSebyRjxzU1leTZTOl+aBJVSkpKurzW0tKClpYWyc8wEvl33YWGhgZcuXLF6TWz2QyW9Y9SjxQKhSJHW4dVUV5yWBDr1bBXrZM8Lca1YrrK0pLj+OzIZY9tvLHnnMe/qzUAXjZ5aJcc9ZkZiXgmNxVD4iKcJnKZSdFYNnmoKm8cb+Hu+3BMYxJxnKgCII5W+vTIZbw0abC+ne5k0p132PpSrk+FlMCVCvTHNeVLHA+JUSE4e7XNl13TRKALKuFBnL1kfU5KNPacveqVKk5BLEAapMQwwLLJQ+1jh0QQN/wULO1AxT9s4on5pjFtBIXZxJOh44F+GQCnfpnnmC7rq4hHJdEfSiJYg1gG6QlRRO+VGzuO9ylXfy/HaExabrn7o0lU+eKLL/TqR7fhnXfewSuvvNLl9djYWB/0hkKhdGeM2g1RKlqQTnzc9VfqHDydmx6TPC3GtZlJ0egTFqS6bRGlk/hBseH4+d39u0S3iBEf4vVwncgdq5fe6HA9fu0NM1p9UJTF0/fhbqL6byP6KjIQ/EPJcfk3qkEQFIuQlK4sGJWEjw9f9pjyVV7ThBXbzwS0oBLohAWxuPanH+O6uQMxYcFgWQbfXLiKN3adxZbKOpgNUleSo0JQ3Wwmfr8gAEtLjmNAn3B7RKK7KmmhJhZmC6+voGK1AEe+BPYVATev6nnk23CmzrSd8cCAbMCk/XnkSmvH7dQbX0Q8Kq0gqCSCtd0qKEorkqqw53ifcpfKq6ZENCVwYZqbm30fE9yNcBepMmfOHLAsi1OnTvmoV5RApb6+HgAQHx/v455Q/AmS3RCtY2dhURmRaMEAKHt2gsddGNf+hgWx+MHgWDAMg69ONTqdw0+GxeOLY/WyOz3lNU3IWbVL0yQvPJjDjZfzFAtSPC+g10vFXg+HDjWxsPAC8TmbWMZe4pfUaK9p2WRcrK3DmcZWrD/ajM0VtV7zsHD3fehhRGuk+aR4zZSW8eyWtF63/Tu8t+KPtizPs1esciek+tqQmGJjYEwYLrfYqumwnZWqxG+EgYZoDw1jxxMmlsGBTm8QR0TR/smPK9WnBfJWoGqnLfKkSTpqUTOieDJwNBAUouijJpbBB/OzUHysARsPVeOWhfwbCg/icGP57ftxUWk1FhSWeiUqyV1JZinEuc4dd8QRP5fVPvsB9xs+JPMRqbFI8R1paWlgGAb79+tj+EzrPulMXFwc4uLinF4LCQmB4E/mVxQKJWDx1m4I6c7U8ilpHicJ7vrb1sHji2MNTu9zjbZwfd313Ej9TTyhtgSi1rK5alHqI2HhBSwsKiOeBLe2W2G28ogIMSE9KQrvZw3G2jkC9l+4hty/7jV8Qev6fehlRGs1sN/iNZuZ6T+GwIGGiWUQwrFuU74A/zAkpthwjBJy/Tr88dtxjYBzXBCHBXFk3mECD5z8BthXADReNLbDY2YBOdOA0EjNhxKFifysZORnpWD1tJGIeqmrbYMU09ITnESHuaOSUVh2CZ8frdfcN0ccjai1VBD0lqmsu/sUiaeWluhYSmCgSVS5eFHdzaVfv35amqVQKJQeidziwtGbIlGjZC4nWjAMsDwvDb+fJF3xTc/FkDvfDceQ3I2HahSLDmpLIPpbqWJPWAXySA3xejhm+7Msg3u+F6NZwCLB9fvQy/zVyMVeqMnmJ+RPhsCBhqUz8mt2VpJb7wG9xgGlZ7LxUA2enjAQr+082zWF0DG6TBCAsweAvYVA/WljOzX634Cc6bbqOzoTzDGYk5WMxfc5/5Yigk0INbHEz8lnJw5y+n+eF/DVqUZd++pqRC3e/9s6rOB5QbHwocZUVitKvFyUloimBBaapt3p6emKP8MwDK5d01Zii0KhUHoiSnZD/t8k7dEqbvOIgzrTce6T30nSezHkbqcnMynaXo63rcOKLZW1WFh0iGghrXa3yt9KFctB+g14uh7uxoLeTBuZYP9vtWWzvU1ydChYlrGLkA8VlFKzWRXcsvBuI9ICZRxQ/JdbFh6jV+5yug+2nipF0fpCoOaYsY1nTgHGzAB6xcm/VwOhJhZJ0aGobmqD2SLgo8pagIGTSMmyDGZnJRE9t3IHxiA7xfn5rneEpqsR9YkrLXj169P49HAd2jp4VSavSkxl9ULJdVEbHUsJDDR9q0pSWhISEpCQkCD/RgqFQqF0QeluyCvfT9JlN8RVtCA1xTVqMSS108OyDE413sSjG8uJRAStu1V6RSZkJ0Whou6GbIoKxwBBHPkuoyNWXpCNViG5Ho5j4cpNM/r+xz8V98UTBaXV+ORwHWZmJOLJcQMCIhKouukWeF5AZV0zSo7XI1jBTjClK64Rab5KtaN0E2qqgL0FEC6UG9vOiEnA3bOB3onGtiOB2cLjTONth3GptFmS5xbHAKunj+zyul4RmqEmFvlZSfYUn/KaJvxmy2HsOuts6qs2rZnEVFZPlFwXtdGxlMBAk6jS1NQk+TeLxYILFy5g//79WLFiBWpqavDss8/igQce0NIkhUKh9Eh8vRsi5XcghVGLIU/nRhoZwwCad6vkdsQ4xuY5INebY/UtsPICWKarR4GIWEb5nW8vOE2cSQkP5rBmZgYe+fCQLrt3LMvgjogQQ1KgxIl0wcFLCOFYmK3+LVDcsvB4/8BFPL65gqao6IRjRNqJKy3gGHjFHJMSwFw+bTOMPfOdse0MzQXumQPE+peNgdTPw1WkTE+IwppZGZL3K0/PAq0RmiaWwZpZGViY08/J/FYurdRd6q8cajeD1OAtLxeK/2NY/JHJZEJqaipSU1Mxc+ZMzJw5E//+7/+O4uJi5OTkGNUshUKhdEsCbTfEZgTI6l45RurclETGhJhYzMpIxE2zRdNkKz8rCQNjw/DyP0+i+HiDPdrExDKYnBaHe78XgyXFVR4XhGJUg+OcMphl0M4L9t21tPjILmWUlTArIxHzR6dgZGIv3XbvjE6BsgoA7+eCCmATzx7bVE4X/TqzuaIWPxwSh0c+PESvLeU2jRdspYpP7DG2nUF3A2PnAPGD5N9rAFOHx0MQBHzuYuiuBgsvYGlxFfqEB9s9ZUJNLAb0CUN10y3csvDEzwK1EZpTh/fFi5MGY0z/Pk4Vc0h9utSavCrdDFKLL7xcKP6H10oqV1ZWYvz48Zg8eTI2btzojSb9hjFjxkAQBFRVVfm6K5QAg5ZUpjhCWuZ4YU6K3VPFl2Pn4cJSbDhYresxF+akuJ1Y3TRbEPliMfFxRMFHTd62a4loKcQIk6r6Fmwqr0FbB48QjkG7VfAYwcIxwO7f3Isx/fqgsq5ZU+losYyjOyNAKUGJ9L6jR1nrQIe0jGxcRDAabrYb3R3fonNZXCNLYVO6oqkkslZcx871WuCbD4GjXxvb7oBsYOxcICnN2HYUIN6zB8dGKHqmqYFjgHdmZzpFj8ihpLw5A+De7/VBaU2zXcifkZ6AHw6Jw3/84wTOXCWPvJQqg+wv82RP10VJiWiK9wjYkspDhw4FAN06TqFQKD0NZbshZu91TIJn7xuEDw5W6zZR97TTExbEIbhTsCBBjKBxl7ftWHbTdQKnZEJp4QUsLTmOA4ty7WHIT35cISs0WQXg7b3ncc/cGE1mvyaWwZL778SK7WfwceXt6BSlIpIUmUnRWDcnCw8Vlmk6jt4wjK2QhzcgbabbCyo6wzFUUPE2PrnaNxqAbzcDFeSlflWRPBwYOw/on2FsOxrhmNupqQUHjTdCtwrA45srMColmvh54M6zhO2854pjiGOAzKQolNc0Y/e528VJWtut2HCwWtVmC0las6dnt9F428uF4n94LVLl6NGjGDt2LEJCQuyqYk+BRqpQ1OIvCjzFfyDdDfH12BEnN6/vOoOXio9rPp7cTk95TROyV+7UtJjmGCBvWDy+OtXoVoBQG5kxKDbcXjay10vFxClcTcsmI3ppiWrfEhMDWDz4tEhdTyVjR2mEkNGkxoTjUlMbsbhG0RGdI1Uo3Yib14DvPgZKtxrbTt/BNvFk4GibuhpgTB3RF1sfHeP1KECpCFDAs1Dh+DcAuNluAQTg1NWbGPPabl377ylS5UhdM9YdueFUMluvzQM1uLtmvhR8KO4JyEiV5uZmvPDCCwCAgQMHeqNJCoVC6Zb4+26Ia2pMeDCH7OQolFU3e/yceA5ThsVj27F6bC6vRWuHrYTzrEz5c1u544zm6ASrAHx+9Lbo7xjFsm5OFrYdq1c1STzd2IrRK3findmZisyGr7a1azKClRJUAHXmf0DXiaFeFSH0Qkk4uR7QFBUKxYG2ZuDgp8D+j4xtJ7Y/MG4eMPgegGGNbcuLFB+rR1n1dby286xX7yuuVfV4XsD+i9fw5p5z+LiyTlKocPUs6RUaBABYpSHCUgopk9ctFbX49ZZKWMNuP8fUVg7SC8fr4m5O5EvBh2IcmkSVn/70p7LvuXXrFqqqqtDS0gKGYTB//nwtTVIoFEqPx5vO9kpwF0XT2m5FWXUzTCyDsQP64OClJptY0imiPJ2biiFxEfZzKK9pwhfH6iG6jgjw7D8CGFe+WcTCC5pTXKyCzdCUlPBgDhev3zJ00a7E/M/TxHD6yAR8UKqvd04gIBoSOwpxFEqPwNxqizrZV2hsO9EJwLj5wNDxANv9S9FaeAE5K3eB9bJOJKbWnGq8iZU7zmBjWU2XymskQkV5TRNWbD+ju5caADS2tqO8pslJiCivabIJKhI7Kmo3D/RCak7kS8GHYhya0n+io5UN0NmzZ+Nvf/sbWG/fLXwMTf+hqMXXKRyUwMXbY4ckXNnEMtj/dK6TiOKIWqM3f0tB0YPcgTHYd/6a4buV7kKqXceOp++FAcD1wGgNBkDB/FEYnhDZ48167dD0n+5Hxy3g0DZgbyFgNdAXKKIPcNd0IPMnAOc1u0dKJ+HBHNbMzMAjHx4iupeJZrqOQoUSvzG1uM4DFhaVYf3Ow7Y/erjveEpvMgrSOZHrdaR4D79K/3nzzTeJ3hccHIyRI0di2LBhWpqjUCgUip9CYqhq4QW8vst9ZIRceUVPO05hQRzCgzi0dvhHCooe7D131SulZOXM/+S+FwHokYKCWJbbZGKxbPJQvFhc5TVzXApFdywdQOU/bOKJucW4dkJ72dJ2Rv4QMAXffl0U5KigopqkqBDUNKszqJ80OJZYUAFuRzm+OysTV9vacfH6LcMFFbFdcR6QnhBFHKHqmt7kDUjnRGpKRVP8E013L5rKQ6FQKBSeF7CxrIbovVKTGy0TEJZl8ODIBBSWdZ8UFG/5rIYHc3aTQXdoqT5ECsMAIRyLW5bOEtfpidhUXoNbFl7+wz7iloVH1JJi5KT0xr7z16igQgkMrBbg6Fc28eTmVePaMQXb0nYy84CgUOPaoQAAWAaoUymoAMClpluK7/PvH7iE9w8YX6HIFXEe8Nfp6Yo8yuQqB+mJkpRkXwg+FGOgkjCFQqH4AL2d4H3pLP/Nhatd8q+lcJzciH0O4VhsOkQmyhSVVbudgPz2vkHdSlTxFjPTE+wVGyJCTE7X1WivGhFBAGZnJuHNGem3xy8DrNc4YQ81sZidmYhN5bVOAg3H6CNatXXw2HXWwIUphaIW3goc32UTT5rqDGyIAcbNBbKnAiERBrZD8YRW3VvOSN7f2FxRi3dnZdpM0gm8yeU2D/SmrcPqt4IPxTh0+wb37NmDrVu3orKyEo2NjeB5HjExMRg5ciQeeOABTJw4Ua+mKBQKJWDR2wle6niPjOiFEQlRBpxB17YLDpIvfsODOZxouInXdt3uczDHop1QlGm3Cth/4Rru+V6M0+vZKdHIHRhDF7kKYAAUlFZjfaepIMcyyEuLw+K7YjEiIUrRxFArH1XWYu2c22LZ4ompKCyt1hQlk5+VhHVzs7F2joCbZgt4QQDLMIaU+6RQfILAAye/sRnGNl4wtq0xM4HRDwJhxj5XKBQ5WtutMFt5zMxIxPqdjbLvl6ocpAQlG1dKquJ5W/ChGIdmUeXy5cv4+c9/jl27dgEABJcY2G+//RZ///vfMX78eLz77rtISEjQ2iSFQqEEJHo7wXs6XsGuJrwxPR1P3G+MUa1aU7rRydEY87qzeRupoCLy1t7zXUQVAFg9fSRGr9zpMQqBY4Apw/viy5NX7CLUpMGx+PxoGzBxowAAIABJREFUvWyVoe6GAOeIDSsv4POj9fji4Am8OT0Dj/8gzmvlkl136zKTorF+brbqPH2GAaYMi5cUHZdNHoqlJcepsEIJDAQBOHvQJp5cPmVsW6MeAO6aYTOPpVD8EFGIWDwxFQW7jkhW/wFsZrCLJqaqbkvNRhjLMjbBhyDaUg/Bh+IfaKr+09bWhokTJ+LEiRNgGAY/+tGPMHHiRCQnJ4NhGNTU1GDHjh0oKSmBIAgYOnQotm/fjrCwMD3Pwe+h1X8oaqHVf7oPejvByx6v9To4hsHBJVN1d5YnORcpOJaBVeNCVqxYA6DLzhFpBSHHXScACPv9F2j3lpGJDzGxgJWHZwGp9TpYBihd8gB+s+WwV6J/3FUhAmxjbdWOM9jsMKGdlZGItPhIWVGkM4vIrchmYhmkJ/YKuLB3v4ZW/9GHi5XA3gKg+qix7WRMBsbMAqLijG2HhG44dkwsg7ED+tDoSQNwrObz9r/KbWWVw7rOczxVDSRBbUVCgFb/CQT8qvrPW2+9hePHjyM2NhYbN27EXXfd1eU9TzzxBL799lvk5+fj+PHjePvtt7Fo0SItzVIoFIoTvvQTIUVvJ3iS41kFY5zl1ZqXsgw0CyqALarhocJS/O+Ry/aF9oz0RPxy3ADkZyVheEKk24X4IoedJZZl7FERN82WHiGoAASCSie8ACwtrsLec95ZEEjt1mUmRWPd3Gy8l5/l9BvneQHJ0aFYWHRI8nw8DTULL1BBheJbaqqAfUXA+TJj2xn+feDufKBPkrHtUOwwDFAwPxtD4yNloycpynCNPJmekYih8RF4/8gNj898pZTXNGFBYankd+epIiEgH20pijJUUOk+aIpUmThxIsrLy/G3v/0N+fn5Ht9bWFiIJ598EpmZmdi5c6faJgMSGqlCUQuNVPGM3v4kRsHzAnq9VEycX+tux17x8Tp3/sJ7x0pGdahBybm4opdBqCeCOQZzspOxeGIq0jt9QeTOWcs5dUs6xw4T3tsrKVFKI7Qcf/MUP6IbRhvoQv0Zm3hy+ltj2xkyHrhnDnBHf2PbMYJuOHbEaIq1+y/g0Y3lvu5OwMB1PqqlIgxdo0Mc58l6bbCV1zRh+roDONMo74LrGDUjdSy5TR6Kb9A7UkWTqJKSkoKWlhZcuHABUVGejauam5vRr18/REZGorq6Z1VooKIKRS1UVJFGS1imt7lptiDyxWLi97csz/PoBE90PIdJ6rzsZHx6pE4X4UnpufgKpWNgYVGZ5mozejN1eDxiwoNvT8aCOJitvC7RPh7x4gJHyfek1seH4iW64cJYEY0XgW8+tFXdMZLUMcDYuUDfQca240264dhxTFONeGGbX5eI9xfE5wFJtKmI3vNkpc8ZjmXw3dO5yE7xPJ8KhIjqnoZfpf9YLBbbQUzyhxHfw/P0pkKhULRRXtPk8aEnF5bpbfR2gldyPABOpYa1GOOqadtXKB0DelSb0ROWAZblpSEzKdop9eWRD8uw4WDgb0yEmljkZyUR79bJ/eYpFK9xvRb4ZiNw9Ctj2xmQBYydBySlGdsOxRAczbdnZyX5nWgvRzDHwmLl4a1V28OjU7D4vtvPA3dpn0aj5jlj5QWMeX2X7HzKMeWY0j1htXy4f39biOGOHTtk3yu+p1+/flqapFAoFEX+JP6A6ARPAokTvJLjSSGKDuU1TYo+p0fb3sLCC1hacpzovWL+s8lPdpAceyFOxliWQWRw9yi92GHl8eOh8cSip1ofHwpFNTeuAF++Bax8wPmf936hr6CSPByY+Wdg8Vbnf2b8iQoqAYzjBsniiak+f7b8ZvwA5GeSP7vbrTz2PHUvFuakILzzPMKDOAyNizCkf2/OSO/yPHB89nkDtc8ZtfMpSvdCk6iSl5cHQRDw/PPP4+LFi5Lvu3TpEp5//nkwDIMpU6ZoaZJCofRweF7ARxW1RO/dXFEL3k8WYiSTKiWl//SYpKkVnrw9QQzhWMxXmcr12ZHLKDhItkM4d1QyDizKtU0iO8WL8GAOC3NS8NPh3k3Bswqwfzc8L+Cm2YKy6ut4a98Fr/bDKKwCsKCwlGgSquQ3bwTZyVH2RQXnH5obhRAGtqgoj9y8Bmz/e1fx5J1HgXIdUx37DgYe/AOw6H/twgn3288Q/tCrQP8M/dqh+AWOGySZSdF4YuwAn/an+ZYVhQ+NRlgQ2dIvPJhDiImFAEDodNcSIGB0iv4pWiQRukaj9TnjTxt5FN+gKQ7p6aefRlFRES5cuIB77rkHCxYswMSJE5GUlASGYVBdXY2dO3diw4YNuHHjBhISEvDUU0/p1XcKhdIDaeuwEqeeOIbf+hq9nODFvNz0hCiPxyNlc0Ut3svPUrQTJHcuesEAeH9uFuaPSgEAfHK4TlXa0cKiMoxM7EUUFSFVbaa8pgklVQ0ez5dhAEHHy7HxUA14Afi40pZXzvlJFI1eWAVgxroD+PiRHKfvxjX3XMlv3ggcqwTRKh6BhQCHimNtN4CDnwL7NxvbaGx/W9rOnfcAjOcF7PzsJKydk439F69h/Oo9dHx1I9LiI+3/XV7ThLf3ndf1+OFBHGakJ2BzRS2RX4v4rJ+VSZaKlJMSjTGv7XZ65rV18E7pxHpBEqFrNHo8Z9TMpyjdB00rjZiYGGzduhXz58/HqVOn8Pbbb+Ptt9/u8j5BEDBo0CAUFBQgJiZGS5O6IggC/v73v2PDhg04efIkTCYTMjIy8Ktf/Qp5eXm+7h6FQnGD3v4k3mTuqGRFBmyOSFU6KpifjW3H6p2O9+CIvijcc52oT2qFJ6lzeXBEXxSW1Sg6ljvcGZjOzEhUlZcuRn0oKS3tmv9MIoqxDHQtzXzLwmODQ5SN4Qa1PuB0YytyVu3CmlkZyEqOwms7z3YZ489MGBgQPj4UP8HcCpRtBfYWARDQYVQ70Qk2w9i0CQCr7jmzqbwWYBg8M2Eg3pmdicc2lVNhpZuwtOQ48obZUhz1TF8MC2Lxryfuwdt7z+MjQkEFuP2sJ/EPM7EM9py9qstYlKv6pyRC10j08Ivzp408ivfRVP1HxGw2Y9OmTfjss89QWVmJxsZGADbRJT09HT/96U+Rn5+P0NBQzR3WC0EQsGDBAmzdutXt35csWYLf/e53urRFq/9Q1EKr/7iHtFKLXKk7X6LECZ6k0lF+VpL9eAAQ+UwR2jqsstUUSEo4KzkXAOTlo4M4/PPxu/G3by7go0p5kam8pgk5q3apmpzqcZ5iHxyFJBPLOO+Gdwf8rBKHiWUwdkAf7Dp7lfgzPx0ej3+duOL1ihtxEUFouGnYMt6/8fa46TAD5duAvYWAxWxcOxExNvFkxA8ALsi4dmBLVUqODsXF6226CrT+Qt/IYFxuae/6Bz+75+jFwpwUvJefRfxMJGFCagz2nrum6jlYumgCslOiZSvcsAyg1yPNU39Jqr/JzZXq6+vB8wJ69YnVbGirtQqgXvMMinfwq+o/IiEhIViwYAEWLFigx+G8wl//+lds3boVISEh+K//+i/MnDkTbW1teOONN/D666/j5Zdfxrhx4zB+/Hhfd5VCobhAutPiD7sfUpA6wautdPTT4X2xuVw+YkSPsFvXcyGNKJmVmYhxqbEYlxqLtby8y7+WtCO9dpDE9KAfDonDwm5QjUZuF9EfsPAC9p67ChPLEF/vqBCTT0qY9lhBxUgsHcDh/7OJJ7duGNdOSAQwbj6Q/iPAFGxcOx64ZeFxurEV3XFJxjHAF/9+N+7+n11+f8/Ri6KyaqyeNlLXKLudZ8jFZVde32WL2HSMNP2wrAZmq/O9Us/H2oFLTdj/zHi8vvOsoghdqejcxQ6fKa9pwstbK/H50ctoC+rl9j2ecBVstFYB9Ic0Jorv0CVSJdAwm80YMWIE6uvr8eqrr+IXv/iF09+f/P/snXl4FFXa9u9T1d0hIRASCGRj38KShEBEtrC4IEFkECEQEHEZHXnVUfSbdxRwGMeNGceVRX2dUQRDICAuYIK7rEGEhIBAEFkC2QhrAmTr7qrvj6aa7k4vp7qqujvJ+V3XXCPd1X1Od1fqPHWf57mfefOQmZmJcePG4YsvvlA8HstUYXgLy1RxDU32htx2wYGIt1k5Px74Hbe/txvmYNeBhY4j2Ds/VfW20zQZJUrGLiyrwms/HkdmPn1td7Cew9VXJqoS8CjJmAkkQgw8djw+wi7YBRCwu8ap3SOos1WC9RwICGqMrGTIZyg9b8wm4MiPlrKdq+fVm5cjvB4YMQtImggYgrUbh2GFJ8DwbhHYe+ayc7EzQK85arDzsRG45b3djYQLf+CYSVFYVoUhb2zTXOQ6+/fb0aF1EABQZejSxHcALMdcvWR5wubc8RQDuhNsDldc9WrjRqt4iqEdAZOpUlRUBFEU0a9fP7vHBUHA8uXLsXLlSpw5cwbh4eG45ZZb8Ne//hXdunVTOl9V2LlzJyorKxEeHo4HHnig0fPz589HZmYmtm3bhsuXL6Ndu+Z3kWcwmjpK/EmaCnI7HdkapA2IaotlUxPwxNdnFBnjeoNaprzu4Ig8cUTNHaTm0t53emI0kmPbWY15z1+rR6e/f+vvablkXwl9u8pao4BZybGamCoyFCKYgd92WMSTy8r9l9wyPANIvgtoFer5WA+oWRLRkhgc2xb5pdXYIaN8rzmx5MfjaAgAQQVonLH5xtYTPska6vT3b6mzSGizc0VRdDl3Vxm8gHPBpqbBjFV7S7AmvxSrMpKxd36qXWzJcwSiKLr8++cJsHLmoGYRdzK8R7aokpmZiRdffBEVFRX4wx/+gI8//tju+Xnz5mHdunUQr7dAqKioQFZWFjZv3oyNGzfipptuUmfmCtixYwcAYMyYMTAYGqd49unTB126dMHp06eRl5fHTGsZjADFVaeW5oLSTkdTE6MxvH83vwhPWolenmrBnUEAPD22p1fjOaJ1e9+MQdH47Nezmpeu8BzBk6k3yuM4jqBD6yCLUV+NpkN7TY3RjGA9h1oj3XczeUAnZBeWNQsBrEkiisDxn4FdmcB5dTufNOKme4CUu4HgtpoNsXzqQMz79FfN3r85khgVinyb7lktkdyiSgTKFcjWvN/XreodhQtXWSQ0mxY013SpxbFtBi+tYLN3fmqj2BIA9py5hHd3nsKGgxVWsYVcf90jGw7gm9/OUZceMZofskSV119/HS+++CJEUQTP840yODZu3Ii1a9eCEIL4+HjMmTMHZrMZmZmZOHr0KB588EHs2bMHwcH+Tbc8duwYAGDgwIEuj0lISMDp06dx7NgxJqowGAEOrT9JU0ONTkf+FJ7UHttTQOSKVybGqxbkaNneN0TP45PZQ/DAuv1emeVxBIhp2wolVXUejzULIkYt32m3c8hxxOKHs+2CN9PXnBCDpYXo6n102Se5RZU+af3d4hFF4FQ+sHM1UHlC27EGTwZSpgKhvu0kGaQj+OPQrnhm0xHWhUoGByuu+nsKfieQrj3TEm5kbPqrVb27LBK1hR7HDF5awUYSYxxjy2FdIzCsawTG7yvB/Wv3u812aQ7l5wx5UN+FFBUV4eWXXwYAPPLII1iwYAHCw8Ptjvnggw8AAD179sRPP/1kFU8eeeQR3HLLLThy5AjWrVuH+++/X6Xpe8eZM2cAALGxrk/4mJgYAMDp06ddHjN06FCq8U6cOIHOnTtb/TEYDFrOnTvn7ykw/MydXYOoDGcn9Y7B+fM3zhdX58411WYmH6Vjv/zlwRv10zQQYOEtvfFgQphq119BEBFsvGLprKQyk5Isv+GoThxW1dC1xJYwcMDkAdHYdPgsQJlqXlMDrNp2AZnbD2HZ1ARMTYzG/QPa4JOvqxEYyer2TOodg7kD2mD1drrvJjvvCpaMi8E3c+Lx3q5ifPFrRUD4GmhJEE9wZ79OePDmzpj031/UH6CsCPhlI1CusUdc/3GWsp02HZw/L/PvQyl3JUTjTHkFJnYx+HR3v6lDLSfUtuxsFl8xo08f61qo5VrmCROAV77ci6VTE+wev1ZvQs1lmaK+m3OnpgYoLi1H6yAdBEHE+rwjAMXnldYOZ5tAhyqqMfe/u2EWXWS7AJjznx8R9egwDIjSLnOOoRyTyQS9Xr2ObtSiyocffgiz2YyxY8fitddea/T8hQsXkJeXB0IIFi9ebJeNEhwcjPnz5+Phhx9GTk6O30WVa9csoX1oqOsaW+k56VgGg8HwB/NGdMXGA+UuF3AA4AnBoyO6qjqunJbPvkAQRGw+fJb6+GkJ0Xh0RDf0aB8CQRBV+wwcR6g7K8lB+g0PVVTj5e+OyX59gwBsOOjdzZ5ZFPH4xoPo27E1BkS1xat39sdzXx0OKGFF+n66hYdQv6bWaCmJGxDVFuN6dcCnzfxmmCMEBAQbf61ATpFCEfHscWDvRuDMQXUm54o+I4HBfwDaRWk7jkI2HT6LDQfLoZPp5cRgBAp6jmBw3I0KA63WMlo2HT6Lt6cMBMcRa7wRxHMI1vOqCT3B+hsZvNJ6QIN0rLMM6Hd3FbuNxwDLmvreruJGohGjeUMtquzcuROEEDzxxBNOn9+6dStEUURYWBgmTJjQ6PmRI0cCAA4dOuTlVNWjvr4eAJz6qUhIylVtba3LY2jdgqXuP6yDC8Nb2LnTcunYsSNW/zHYo+nruETnmXdyzx2aNob+4Fq9CbX6NgDlpoKuTTtMXveb3Wd4anR39OkQ6lYoohGTFk5OwWfH3Xf/4Ylll5Y28/vjWcmoMJHrv3MQEBJE90KVMANY+Ws1VvTthntH9sPAHjFYkncO20/KyAzSEJEAFaZgjImNRki79tQlcV1jo3GwohpPfH3GbSes5oAAQCr8qgMAmq7A505aWhUf/1mzeQGwiCfDZgId1BV/fUX99f83+XUWLYAA6/5DICPbJsCZ0L8jWreLAESgdZAOHEeo1jKtqAVwqk6Pd/OK7eKN6KhOOHHBC2MvJ+fO9CGxaBPeHsF6Hh0A2WuHYwwgCCK+Kq6nOk83F9cjq0NkQGxKMZyj06lrG0D9blIZjGO3H4mtW7cCAEaNGuVUrOjUqRMAS0aLvwkKsgSrkrjiDBrhhcFgMHyBnelrYTlqjGaE6HlMT1LXcJbGFd8fdcKFZVV4/afjsl6zdv+NrATpM0g+Jc6EIjliEk13o/+bnogH1xVSz7dn+xCkLt/l1/r7VftKsWpfaUC2NxVEWOvwb+nVHpsPe87EuLVXe3AcwaLcooDyNfALF0uAvCzg6HZtx+k6CBh1H9Cpl7bjMBg+YFT3COw8eTGgsva8ZdPhSrRduAWAxag8LT4SL6XFY1VGMmZn5qsiHuk4Ao4ADRQthQw8abTm1TSYqQQV3fVuPO6GIQCyC8uxal+pdT2nXTtcdQtU2jyA0byh/qVrrrcD6NDBeX3rTz/9BEIIxowZ4/R5qRuQ2ex/g6/WrVsDAK5edW2gJT0nHctgMBj+RgQgXg99ROt/qQOtK74zczlnqFU+5E23H084CkUAZItJnrobJUS1xeOf/Uq9K7ZiV3GTv/G/b0gcjIKArAJt0sklA0FqCEHmvhKqILrZUFUB7F4HHPpe23G6JFnaFcf2v/FYAIpxDIYS9pVU4YU7+uL5r4/6eyqqYhZEbD5ciZwjlVg5cxCCdJzijnM8AfY8NQpvbTtJZbRuFER4qKJxipSdC1xft10cJwLWzySt55Lo426p1XEE88f0cPqcGs0DGM0XalGlbdu2uHTpEkpKStCzp31rypMnT+LUqVMghGDs2LFOX19WZgmyHDsG+YPOnTsjPz8fpaWuOwhI842Li/PVtBgMBsMpzoSFWqOgagaJXFd8V6hZPuRttx9aJKHI3Y6XOzHJU3ejaYnRVMHltIQor/1QAgUdR/DU6B4YtWynpuNkF5ZRB+JbjpxFjgwfnibFlQvAnvVAYY6248TEA8NnWUQU5ifCaGHUGM34WzMTVGyxZADuV+W9zCLQp0Monh7TA2vyS92u2wSguo73bB+C8iv1jTYtpLW4f1QoXvlyLzYdPotaAK10HOrNgsv3NgkieGIRgJyt+ZJg4ypWsXbIo1jXXWW7MJov1KJK//79sXPnTmzZsgWPPfaY3XNffPEFAEuJT9++fZ2+XioP6t+/v9PnfUnv3r0BAL/++qvLYyTvlz59+vhkTgwGg+EMtTNInCGnjaFji0Jb1C4fohF6lELz/p7EJFctvWmCSx1HMG9kN0vZTRNGEEVsOlSBGo07SdQa6XdTZRxqx2292+O7Y/4vVQZgyf74ZSOw73Ntx+nYAxgxG+iewsQTBsOGpp0/6DukzAxP5bE8AXQcR9WJrfxKPapenIB6s+A06zUpJgxvTxmIVyfGIzKyIx777Fes3ude8DCLwF0DOiEiWO80y9RTHEWzrvMEeHJ0d4+fj9G8oBZVJk6ciB07duD111/HnXfeiW7dugEALl++jBUrVoAQgvHjxzt9bW1tLd566y0QQnD77berMnElpKam4t///je2bt2KhoaGRr4px44dw+nTp8HzvNVgl8FgMPyBWhkk7lCjTliL8qFAal3qTkxyBY33yqqMZAztHI5gPSdLMAg0BBFY/M1v/p6GKvhFUKm7ahFOfs7WdpyIzsCIWUDv4QDhtB2LwWC0GKYnRgOwmMrPGBTjsjz20RFdMfwduoxGKd5wtu5KWbHr846g1mhGSFh7KqEGAL4/dh5XXk5zmWXqDk/rOmARbkYt2xUQJv8M30EtqsydOxfvvvsuSkpKkJqaiqlTp6J169bYvHkzzp49C0II5syZ0+h1v/32G/785z/j+PHjCA8Px+zZs1X9AN4wcuRIdOrUCWfPnsXHH3+Mhx9+2O75d955BwAwduxYRERE+GOKDAaDoVoGiSfUqBNWW/yRI/T4Amdikq1vDACnwZkn7xUp2JqWGI3VTTxbhUFBQw1QsNnScUfUUEQL62Qp24kfDXCsrp/BYGiHjiO4UNOANgtzLWucnsc9idF4ZmyPRsKFIIjU8QbPEUS98K3FnN+mlPhwxdUbosb17Eg5WZK267k3RrLO1nVnY/jb5J/hW6jPpNDQUGRlZWHKlCk4f/48Pv74YwA3DGgfeeQRDB061Hp8Xl4e/vSnP+H06dMQRRE6nQ7Lly9HeHi4yh9BPgaDAfPnz8ezzz6LhQsXolWrVpgyZQpqamrw7rvv4uOPPwbHcXj22Wf9PVUGg9GC8ZXTvNI6YTniT3ZhGZbePRCtDTq3ApAcoccX2IpJjr4xPEdAYBGNnHnI2HqvXKs3AQSNPv8zY3vik32lLNW8uWCsBw7kAruyAGOtduO0DreIJwNuAXjKfuMMBsMv3Na7Pb4/dqFZXectxq+inSF4jdGM1ftK8El+CV5Ji8ezt/a+cbyMeMMsiKgRrosmNiKFIIpuzWY9oYaJrLSuP5naA0Pfdt2WWo0SbUbTQFb0nZCQgF9++QXLly/Htm3bcOnSJXTu3BkzZszAzJkz7Y6tqqpCcXExAIuPypIlS1x2BvIH8+bNw+7du/H555/jsccea+QT88ILL+Dmm2/20+wYDAbDt07ztP4fzlzx5Yg/tUYBbRdu8Whgy3GEuv2hL5DEJGe+MWYKDxlPBr5JMWF4ZWI8nssp8vlnYyjAZAQOfWvJPKmt1m6coNYW8SRhPKAP0m4cBoOhGQHj1aQi7sQNUYR1TbMVVmjiDVeo4bOmponsW9u1L9FmNA1IdXW1JoJpeXk5CgoK0Lt3b6sxbKAhiiI+/PBDrFq1Cr/99hv0ej2SkpLw+OOP44477lBtnKFDh0IURRQVsWCZIY/KSssNZceOHf08E4a/mJtVQLWjMzclzm7B9ubccde+WPL/cJbCKgiiNe1XLu7e967//kwlqhB4byao44jb7j/SMXvnpwIAUt50vSPl6nV2qcpOjrH9/Eu+P4YFOUX+3cn0Q2tcV90YAgbBDBz5CdiVCVw5r904vN4ingyaCBiCtRtHC1hLZYa3sHOnWUMAFDwz2m4DxV28IQuZ5460LquRNSIn9gkx8LjychrrCBRAxMfHgxCCPXv2qPJ+8vPEKYmOjkZ0dLRWb68KhBA89NBDeOihh/w9FQaDwXCKkgwSudD6fzgiJ53XEVepsYIg4off6Xb19DyBIMrfwZIEDQAeRY+kmDDMlRkAmgQRz285itwjldSpwWn9OmJRbpFqAoOOI3jhjj5Y/PVvmndS8hYDR0CICHMgVHqJAnB0hyXz5HKZtmMNmwkMngy0CtV2HAaDwfAjIoCpH/2CjQ/cZF3nncUbwXoORrOo2VrlqWWyXHxVos1oGrBflsFgMAIY2g4y7oIEW0NVT7sktv4fclzxlabzOqbGyglWGswi8p4Yiffyiu3EoGkJ0Zg3oiuCdDze3u5eKPIkJnnbjcidoOLs87+x9YTXggoHIOh6FyHb+dc2mLEw96h3b+oDGvwh9ogicPxni3hy/pS2Y6VMBVLuBkJYPT2DwWiZnLhYiyFvbMPqWYOtmZmO8YYgimi7cIsq4+k4Aj1PGq2Havqa+LJEmxH4aFb+w7gBK/9heAsr/2FIFJZVycogqaysxKGKaqw8dMWlj4faKEnndUyN9Tat1p2A5Pics2Ndvf5avQmhC3Jlfy5aQgw8ql6cgLDntygy561+eQI4Qqzzl/ubBOs5vDY2Bk9+eQjmYN+IAME6DmZBQIMWzXBEESgusIgnFRq3fB40CRh6DxDaXttxAhVWwsHwFnbutBjcld94VUrs4twZ3SMCP84bIbtlsly8LdFm+J8mU/7DYDAYDPWQm0Gy8UA5Ht940O7GWOsWf1I6r6eSF2fUNJhxrcFkJwh405GI44jL9FrpOU+msc5er3U3opoGMy7WNih6/xADb9dVqLCsSrbIlZ4Ug+mDY9E/pg0+PnTFTsS7tVd75BypVN37JH1QDLaeuIBTFxV2ySk5ZBFPSg6qMzFXJIwHhk63tC1mMBiMZoCBJ8hIjsX5a/X46sg5zcZxZ9qqpJTYkZ0nL+LeYKdKAAAgAElEQVRgRbXmHXd8WaLNCGyYqMJgMBhNCHeigURhWZVFUBF93+LvcMVV2YIKYAk6Ov39G2uq7rTEaNzZryNVsPJkag/qEidnmRs0YpOawZ4zQgw8IoINioQbx44Gb2z13JXAlhuBXz0GRLXFysRejUQ81cwFr8MBeGJUd6wtKKV/UcUxi3hyap8qc3BJv7HAsBlAuLriI4PBYAQagghLuajRrKmoAgDrD5TjwxmDnK7Vd/briNX7SuAifKHGLKKReEMbJ8gtmVZaos1oHjBRhcFgMJoZFl8O37f48yYzwnY+0utsRY5Hh3fFu7tOucyOMAkibnp7O8j1/3ZX4uRpfp7EJiW+MZ6YMqCTIuHGcSdMrgcMT2AN/KSyQ6CxiCdlI73243Fk5ssQQlwgABi9fBfqnf3A504BeVnA73mKx3FL7xEW09jIbtqOw2AwGAGKFBN8OGMQ9ByBUUOvK1emrZJor1RQkZDEm4MV1W6zUyU8ZbG6wluTf0bzgnmq+ADmqcLwFuapwpCLtSb58vXOOW5q1NVu8UdbWywHjljaMcotOXHWqlmN2me1MzVsCTHwuKVXe+TKLLFx9lnlesDk/XkkhnYOR63RjCuXLOdOm/D2LnfqBEFE6IIc1BpVMEK5VArkrQWKtip/L3d0TwGGZwBRvbUdp6XCfDFaJAaeg9EsKGsDz86dgECKCXov+QEnLtRQvUbHEfxhQCd8erCCfhw9jyuv2McehWVVSHlzu/y11cO58+GMJDyy/oDbLJKMwbFu13Zna6wr5GS5MPwL81RhMBgMhTTnRU9ui79r9SZwHFH8XXjbHcfj+3oZqTtmnciZn7vUZGc7UjxHrJkySqhpMGPz4UrwxCImOXs7QgA9R9BgFt3uhAXrebTScagzeRY9DDzBip2ncOvB3ahpMIOrrbIIWcFhLnfqOI5gelKMPBGt6izwczbw67f0r/GGLkkW8SS2v7bjMBgMNJgFtNJxiA1rhZLLtc6zzhhNAsnbrKyqjup4ngB7nhqFpOgwtH4uh2q9AYBpDqWqgPxyVRpa6Tg8nF3oNtP1vqwC8BwUZbHaQlOizWiesF+dwWC0GLxN7WxKWA1VKTaZeI4g6oVvUWNU/l3IEXMAy05VvVmAWcMUY9sSpz1nLskSm5ylJks4Mw0WBBFtF+WqkrlhFi07Y3f2i8T3v19olEqcENXWoyjIcQQxYa2odhsbzCJW77tRyiPY5F6785txWQ519QKwZwOw/yuZn1wmMfHA8FkWEYU0L3GUwWhK1JkEHL9QAx1HMLxrO+QVX/b3lBheoOMIDpZXU4sjZhHo0yEUHEeQPohOZCcEeHqsvWmrVpsysWGtcNzDGmgSRCzIKfIo6GhRMs1oXigSVSZNmkR9LCEEBoMBISEhiIqKQq9evTB27Fj07dtXyRQYDAaDCm8NSpsaVl+ObRc8HmsWRNQIFqHB2XchJ6NHTnecYD2Hsr/dhnbPf033oRSw/kA5bu8TiblZBdSvCTHwCNbzHo+z3ZGqNZrVKYW5jkkQERFiwJWX03CtwQSIQOugG519PO2ECYKI0st0u42083HcqYvRN+COs5vx1er3VRvHKR17WMSTHjcx8YTBCGBMgohfzlSBg8UvidG0MAkixqzIg4G3ZEN6wnatpPUceyUtvtHGjdxNGRp0HEEpZcaNJ+FFwl0WK4OhSFTZvn07AItgIiE6cRcihDR6XHrNzTffjGXLlqF3b1bjzGAwtEGpQWlT4+kxPZC5/ZBHs1pnmAQRc9bkY01BCX6wyZKgyWL5w4BOyCoo8zhGelIM2rTSU5enKKGmwYy5WQWyPEocu+jQoEXL5XX7yyCIIj49WCE7s6rWaEa9WaXvtu4qsO8LmH5eh0H/VuctnRIRZxFP+owACKfhQAwGQw4EQBDl9dokiOgYakDl1QbtJ8awgwBYcmdfLMz9zetSGpMgUmvXtmulpy44BMArE+Px7K2N7/fUXj91HMH/TU/Eg+sKVXk/CU9ZrIyWjaKz4rvvvsOxY8fwl7/8BVevXkVCQgJGjRqF2NhYEEJw9uxZ7Ny5E/v27UNkZCSWLl2KkJAQlJSUIC8vD59++il2796NtLQ05OXlITIyUq3PxWAwGFZoanWbSmqnlD0SxHOoNwtOs0iSYsKwbGqCpa2yF2OYRWDz4RsdYNxl9DiWVHlC6lIjpzxFCTqOeNlWWB5atFyuMwl2ZTlyMquCeC9EiYYaoGCzpeOOoO6uoR1tO1o8T/qNBTjPGUHNjdTu4dh16pJs82UGw1+IAKYnRmHDwQqqjDwmqChHxxH8Jz0R96+lFwZ0HLC/7IpibxJRtIgg7t7F2VrpzHMsWM9hemI0nh7b0+VmgNL108BxaAAalck+/tmvqm500GaxMlomirr/lJaWYvTo0TAajXj//feRlpbm9LgffvgBDzzwAOLi4vDdd98hODgYAHD69GncddddKC4uxuOPP46XXnrJ26kENKz7D8NbWPcf5Vi74VAsrGp3w1ETSbzI3l9mt1vYSschfVBMo+yFyspKHKqoxseHrtgFN0azqCjg0nEEe+enIikmTHYnHFsHfUEQZRnbeQvPEWrfFjkO/87wunuBF9j+Ds5w2/3HWA8c2ALkrQEaarWbZEgYMGI2MOBWgNdrN04T4+oraZj5yT474bJZwDq4NGuC9ZyqJY52NLNzR+l3Ja1Fkwd0ktXFTU2CeA4mQXAq/tKslXIbAtCsn4RY5lVnEqwCytwBbdCvYxun3epoO/71bB9CVQLkrjMgo+kRUN1/XnrpJVy4cAErVqxwKagAwC233IJ//etfeOSRR/Dqq6/iH//4BwCgS5cuePXVV5GRkYFvvvmm2YoqDAZDG2gWbbndcAIxtdOdeFFnElxmLwyIaouVib2shqqCKKLtwi2K5iJl9Mwf04NaUHHWpabWaNZcUJGbpbL9sREY1i3C6/GSYsKwcuYg3LuG3r/FWzxlVgXreQQRM+r3f2MRT2qqtJuMIRgYMQtImADog7QbpxkQoucRxHP44XfPnkcMhtYYeA4NlGWCtUbBJyWbTZ0QPY97EqPssgxdMTG+Izq0NmDDwfJGhuRS1zq1y0ppqTcLyPvzSLy3q9i6MeOu45wjcrvgeCofkoScGYNi7OI+afPR2Vg0Pi86juCVifGYnek+nvE2i5XRclBc/gMAkydP9nisZGq7ceNGq6gCAGPGjAEAlJSolzLNYDCaN3K6+Mip1Q3E1M7CsirMWZPvsVTAnS+MFNyoFaCtP1AOQaTLeJk9OBarMpIbiV5aeJDYouMIVs4chEc2HKD+7Yd2CZc9jqOwN2VglDfT9QrJNE8QzMjMzMTixYtRXFys3YAcj4jb5uJin/GAIUS7cZox05OiUW8W/HKTxGA4suuJkRi9YhfV+UgAJqhQcHdCFJ4Z2xNZBWWeb+bvtJi2fiQMcrpBxHEEt/Rq75esthADj6GdwzEsI8Ku052WmbzOyoecCTm0Yg2tUJM+KBZmwXVbZem45uC5x9AORaLKlStXAACC4PkiazZbLtjnzp2ze1x6rclkUjIVBoPRQpDbxUdOra43BqVasyi3iNp7wVP2glq+HzUNZur2h5/9WqF4Lnf174iIEIM1yGql4xAb1gqlVXWoMwngOQICy+d3DMC++e2cJr+9K2HvqdQe2olFogD8tsuSeXKxBDUA+CXqDwMAGDIFuDkdaBVqfYgnQA3PAezGyit0HMHEfh0x79OD/p4KgwEAeGf7CerrMLMAouOZMT2pb+alm3S5WR2+wHZN9OX8kmLCsDIjWTUhh1aooT2OwXCFor+Qnj174tChQ9i0aRNmz57t9thNmzYBAOLi4uwe3717NwBLKRCDwWC4w9suPrQpoIGW2ikIInKPyNuhkrIXXEHb9tAdIXoeNUZ5JVXBer5RgET7u7x4vQWjY5BlmyUCoNF/C4JINQZPgCdHd6f9+B6FveFdw7H95EXq92uEKAInfgF2ZQLnTnr/PjSkTAVS7rb4n0hI/gY2gooW3RTuGxKLymsN2FJ0zvPBAU7fyNY4dv4aXJ1mPAEeHd7VY4o5g+FL1haUYvdTqYrXBIaF1O4RSI6ju0lPiGqLa/Umt6KBIIiqlwqO7hGOXacuB3w8pKaQQyvUqC3oMFoWis7WjIwMLFy4EM8++yzat2+PCRMmOD3u+++/x3PPPQdCCNLT062PFxUV4X//939BCMHEiROVTIXBYLQAvO3iI3fXKFC41mCS3SFEEjEAS0DmGLR5+i5omJYYba0B90QrHYd5nx5w2RZYyW6e479/v3ANb2w9gfWFZag1CpauA0kxeHFCXzy/5ajLz2sWgZFLd2LKwCj8ZVxPJMe6NkukEfbyii+BJ/D824kicHo/sCsLKNfYyHzQJGDoPUBoe4+HEgJwIDBDu24KBEB8xzZYlds8DNyPnrsGDsCgmDY4WH7V2s5cxxGkxXfE9MRoPJhdyG5cGQFFgwD06RCqeE1gWJjYz76pgO1N+rUGEyACv1+ooS5fluMJR0v3iNZ4dHj3JhEPufPNk54TBJFa+KAVagIxc4gR+Cjq/mM2mzFlyhRs27YNhBAkJSUhNTUV0dHRAICKigrs2LEDBQUFEEURQ4YMQW5uLoKCgvDXv/4V77//PkRRROfOnbF9+3aEh8uvZ28KsO4/DG9h3X9uoEYXn8KyqiaV2ll1rQHt/va1rNeEGHjseGwkXt28F5sPn0Wtvo3ToM3Zd3Frr/bILTrncQdr7/xUvLH1BFXKuKu2jLbdA9T4XbLyS116z/AEmJYUg+zCMogUK15q9wgsnToQCVFtGwV0tN0ERveIwK5Tl258l6WHgV1rgDMHqD6Pt/CJ42G+aToQ1snr95jeKxjv3J2gqJuCJ/Q8gdksojkWEgXxBHcnROGO+Eh8/9sFbDxYQZ3Z1aRpZh1cWgrGf94JjiPYc+YS3t15CpkFZdQd01SjmZw7zrqyOZaKunutY/myIIhosyBX1euHFB8drKgO2HjInW8eALvngo1XMKl/JyycnOL3eTOaFmp3/1EkqgBAXV0d/va3v+G///0vTCYTCLG/iRFFEYQQzJw5E6+99hratGkDAHj44YeRnZ2NcePGYenSpejcubOSaQQ0TFRheAsTVW7gtkWsE66+kuZyp0Fuqz9/caXOKLtbz4iu4fj59CWYrzUOUl0FbbbfhbtOQ45CiNL2wY4BqDe/iyCI2HP6EkYu2+my9MIbCCw3/g1m8YZfyujuGLXMg6ljxTEgLws4uVe9yTgjfgwwbAYQEef5WJkE1Vfj1KLbEBXVWJjxZdtoRhOjmdwYtzRmDorBl4fPWm5Q9RwazCITVRRg23bX3XrqDGeizOxP8rGmwHMnITnYxkeBFg+5+854YtmksXvq+rmjCw332OaZwbAl4EQVibNnz+LLL79EQUEBzp49C0EQEBERgaSkJNx1113o3t2+Xv3w4cNo27ZtI4+V5ggTVRjewkSVG6iRqRKIeEpvNfzvZtklQABcBqnOgjZHaDNH3AU/hIAqK+S+IbH4eNZgAHSpvtJztLt/amJX0nPulEU8+T1P20F7DQeGzwQi6T1fFFNzGScW3IrunWOcPi33RoHRQmhGN8YMH9OMzh3bTBBvBGhbUQYACkqqMPjNbarPLxDjI69Ee5tzhya+YTAk1BZVVCsY69SpEx5++GHq4/v376/W0AwGowXQ1Lv4OELTFprjCNL6dVS1naKnDkEAvVmbKyO+aQnRyC4so2q/uWpfKS7WGgEAP/x+wWOqb4iBx5DYMOQVX/LNTf2lMot4UrQVmko33YYAwzOA6D7Wh/jrX7lXoppCgnjO7t+2opY7A8YLNQ1+af/JCAxu7hKOKUP7yupaxmA0JyRfMxoPOGdIZvPSmpscF4bU7hHKzM9tsI2PaLNUfJXN4u13JkET3zAYWqFapgrDNSxTheEtLFPFHppdjKawU0FbYgNYPvOQN7bJv0Fxs/OnxU6VbdBVazTLKtVyhdNUX62orgR2ZwO/fqPtOHEJwIgMIG6gy0P8LlDYZKp4Ev+cZRB5+hvlOeL78gKGpvAEGBejw4LbemNcYi8UllVh/Pu7UXm1wd9TYzQFmlGmSrCOw+/PjkOvJT+i1sv2847ly17HAQ4QAhQ8PRpA480Kx00dqbR2xa5ifHrQvamuGqKLnGxkOxzOnUDOxGEEFgFX/lNWVobly5fj8OHDMBqNngckxNpeuaXARBWGtzBRpTFyBIlAxBthKCu/FPeuyZcnLngIUt15zijF6+DIF1y9COzZAOzfrO040X2B4bOAroMskawH7hrQCS+M74s+ka2tbaH99h3WXMa0xGgM6dPVZdckd39rsmviGc2DmsvgCcHqP47DjEEx2Hr8PG55b7e/Z8VoCjQjUUUprkQBNcouDTzBhzMG4f61+11e11+c0BdHKq9ibUEpGlyoONL1v39UKHUnI0/I9c2z4uTc0TK+YTQfAqr8p7i4GLfeeivOnz8PkaZ4HmhkZNvcOHfuHM6fP2/3WH19PTiOc/EKBoMhB3elB4HgWu8Jb9pC948KhZpXzhADb71x1wI5pVqaUVsN/LIR2LtR23EiuwMjZgE9hlKJJ66ICNYjOe7GuXut3uRXUWrDgXJs+L3W5fMmQcR9WQXoHxXa6G8uY3AseA5YkFOE4xdqrI/HhbVCWVVdQHT84QgTdrTALIqYlZmPB9YWoJ7V/zD8gJ3JuJ5HvVloUplxrsqXpdjniY2/el0K1GAWMTerwGXGi0kQ8VyO5w1gkyBizpp8APblqTUNZqzaW4I1+aWyN7iC9TxCDLzidU/r+IbBcIUiUeXFF1/EuXPnQAjBjBkzMGzYMAQFBak1tybJBx98gCVLljR6vH379n6YDYPRPKH1/Ag0BEHEhgPlVMfa1lW/sfWEqv4EvvCceXpMD6zJL9Xe96TuKpD/JbB7rbbjhMcCI2YDfUZAx/PgOaDepN5nc6yjD9bzAV8mYxJEvPbjcazKSAbHEWsK+Oe/VjjdCS2pqvPTTBsTwF9rs4AJKgx/IQLWDAtR9EMnIwXoOIL5173EHBEEEbUNZuQVX1L0/mqtye7+xN2J7q5QazOmKXjqMZonikSVn376CYQQvPDCC3jyySfVmlOT5uGHH8bdd99t99jMmTNZpgqDoQEcR3yS4qmWSVut0Uy9CyOZ3QXreWohhgZ3QZuaJMWEYVVGsnpdYhpqgf05QF4mYDYpfz9XtO1oMYztNxbgnO92mQQRXpbKu0T6vW3P56YQFmbml2JDYRli2wWjrKqOypyYwWAwfIG3niZyILAIOUqRSmocRQg1O935Ul7yxjRW6WaMr+IbBsMZiu5GqqurAQCzZ89WZTLNgcjISERGRto9FhQURF0exWAwAgeaDj1ykJPeKqWwyhFiaHh0eFenBqOe8EZYkspAZq7Opw/mTA3Aga+BvDVA/TXaV8knJAxkxCyI/W8DdHrtxqEkWM9BEEUIggiOI6g1mptMy+J6s4gTNmU+DP8T08aApNgw5Bad8/dUGIxmiY4jqFx8OyIWq2NuruMIthyttMvuULN9vZpZKrQ4ZmB6wtNmjDtPLleiFIPhKxSJKrGxsTh58iRCQkLUmg+DwWAEBM6CGSX1woC89NZpCVHgOKJanbHEe3nFOHWpxmn7YmfBiFJh6asjlc4FFbMROPQ9sGvNDaM5LTAEWwxjEycAekt5arCew9m/j0drgw6FZdV4fetxfHawAjVGM4J4Dg1mwac7egBQbxLQduEW6/f7VGoPVX93Rsui7EoDzh49p9ouOoPBsCetX0cYVdwwrTMJdvFF/6hQVQWVlTMH4ZENB3y6pjjLwPSEJ988AHbPBet53NW/ExZMTmGCCsOvKOr+8+KLL+L111/Hhx9+iKlTp6o5r2YF6/7D8BbW/cc/aNm6mea9AaCVjkP6oBg8PaYH3th6Qn6dscxuCs66uSjttCQIIkKf24zaAz8CuzItbYu1guMtZTvJkwCDZ6HfsTuAbSbOwYpq+4DOD2aHOo5geNdwrw0JFcE6cTC8gZ03DG/x47nDE/f+IK54dWI8/t+YntD/9SvV56TjCCbER2LzYWVrpiRGPJnaA30iW2Pepwexep/vDOSVtjd2lyErPXfl0gVwHGFxMkM2AdVSua6uDpMmTcLJkyfxySefYPjw4apMqrnBRBWGtzBRxT/MzSqgEjHmpsTJqheWkJPSK7U4dNXa1iVeBKm2QpFcYUkQBKxfvwF/W7wYvx3V+Fp3czow+A9AcBuvXk4b6ElBmyCIaLtoi1djKUHHEYvRoq9TDdjNMcMb2HnD8BYfnjvBeg61RsFOcBi5bAdqjfL8V6T1b+rKvZqUP3or9gDAfUNiseKeRPx2/ire2nbSmmnaSseh3izAV44E3sZIcmBxMsNbAqqlcmFhIRYtWoQXXngBaWlpGDNmDIYOHYouXbqA5123s5o1a5aSYRkMBkMzvO3QIwfb9NZ1+8vcmnuaBBHPbznqnbAiE1tjOZetn0UROPELkLcGpsoTGPRvzaYDDJkC3DRV9UCbtjuAZIQsCKJfSnFMgojRPSKw69SlJuOv4k8CvVsSg8HwLyEGHlUvTkC9WbDLfpgyMApZBWWy3ktaL1+dGI8Zq/NVn6u3goqOI3h6bE98eehso80bXxqJM9NYRktDkagyfvx4EGK5IImiiJ9++glbt271+DomqjAYjEDFmw49cjsQCYKIXu1b48MZgyCI8JiOaxJEFFVexd75qbhn5V4c19AUdP2BcvxnehLWF5YBxfsthrFlGmeeJE3EtD8+gaxHxyNs0RbUGLUTL7wJ9A5WVCOqTRDVbmRcWCtVWwfvLanCnqdG4e1tJ2/UkOs4n3S1aGroOcDMvhYGg+GClLgw6HQcdDr7jpwDo7zLelx/oBxPpvZA38jWOHpOQ2N1SqSyXAAes2EJgCAdhzrTjayd+I6hqmzeMNNYRktEkagycuRIq6jCYDAYzQFvOvTQ4mj6GqznYKTcjpLEjvIr9dTjUVN2xGIYe7oQNQD0S9QfAgAw4DZL6U67KLuHdRzBoqnDUW8WNBdU5AZ6cku1Nv9xKH4tv4K5a/erkjVR02BGnw6hWJmRjA9nDELtdTPdsOe3MBNbB+pMTTtLRc8T6usBQxuYsW/TIUhHYDIDZhm1LDtPXkRhWZXdGlBYVoXFX//m1RxqGswY+rZnjzStsTVyTYoJw1yKNUsEkJ4UjRX3JNpl7aT162jnKeYJQoAg3l6cme9lh0S5CIKIa/UmWXEYg6EVikSVnJwctebBYDAYAYGcDj20ZSSA85tzOTXcNQ1mXKxtUHYjffa4JfPkxC/evwcN8WOAYTOAiDgAQGr3COQVOy9hsRU6tCqz4QDMSYmTHegVllXJ6r4wvGs4AGBgdBukxUcit+icYmHFVriTypEAUJ+jjKbD6oxkfPxLCXKPamjoHCD4o70rDYE3I4YrYtq2wsmLtbJeYxZhLXGVcFnqSok/z2OeADueGImhncOtsYicEuYNByvw0cxkuzgmKSbMKuLPWVOANQWlbt9DFIH0pBisuCfBqaGsFthtUF2+gGA9j+nD+1F3JWQwtECRqMJgMBjNkafH9MCa/FKPJq20ZSRyb86dEWLgERFsoBMdzp8GdqwCTqhjvuWSXsOB4TOByO5uD9tVfAl6h5uoVjoOMwbF2AkdcgQtOYgA7ujbUXawJTfY3n7yIga/sQ0E3tfDO+JKuKM5RxlNi5mfqO/LEIhwBNjz1Ci89uNx2T4WDIaEXEFFYt3+MqsXmhwBwlu6tmuF8it1UDuxUNqQGNY1wu5xNUuYPz9UQfU+Gw6W46OZ8v3lvMH5BpXZrh21u66EDIZWMFGFwWAwHEiKCcOqjGSP7YRpb9KV7oQBlptrnY6zFx0ulQG71wFHflT03h7pNsTSrji6j1cvNwtio4wNo1lwKnRoIRaIAOasyUf/qFDq38zbYFtNjcOdcOfpHGUwAhUCACLBF4fO+nsqDA0xcAR3J0RhXaG2ooVc6kwCPt57Bg8M7SJLgPCW4st14AgwoW8kFt7aC0mxYfjy0Fncv3a/V9duTyU2apUw+8JfTi6eNqhMgoj7sgpkrfUMhlpQn/0pKSn4/fffQQjBpUuXAACTJk2SPSAhBJs2bZL9OgaDwfAlth16pNpib+qF1dgJ46+ew9WvNoLMWqnofTzRb8hwPPPcQmxriLH6vmiFWYTT4EcrscBZ2rc7fBFsA649HAgBXpzQ1+15Jp2jz285ik3sBlUTlLQ1ZTjHLAKvbz3OPIGaOWZRxF9v6Y1PD1Z4dS3nAGjlO/3QukK0NvCYlhjjVcmp3OuCIAJbjp7DlqPnYOAJZibHInN2Mr46XIlVHozqJUL0PI4/Nw4dWgc1Mtq1Ra0SZi395byFZoPKtoshg+FLSHV1NdVlISUlBceOHQMhBJcvW/rJh4XJVwFtX99SGDp0KERRRFGRxh00GM2OykpLbX3Hjh39PJOWjSCIqDWavaoXvlZvQuiCXMqDLwF7NgAF2grPHXoNxJXB6aiPTQLPcyCwBCIGnsAoiJDh+6eYuSlxToOfwrIqvLn1BDJVzFoJMfC48nIa1W8oCCLaLMzV/MYvOaYt9pdVOxVWpIwoV6nMtudlVkEp5mYVqCMA1Fxfo1VuZd3UIAR4aUJfLMw96u+pNA1knDcheh4iRFm+Uoymx31D4pBZUOrZW8rh3NFxBMO6hmPHyYuazY0AyJw9GFuOVlKXnLbScYgNa4WSy7WoV3ixla7vuUVnsXqfe98S4EbL+BADj2mJ0W79QwrLqpDypnsDXR1HsHd+qtP3kNaWeZ8e9NidEHC9jquJyzXZyXVHzlrPaLnEx8eDEII9e9QplafOVLnrrrtQUWFfW7dixQpVJsFgMBiBjK1BqFyc7vbUVgN7PwN++VSlGbqgfWcYxsxFTfYL4Hn7na3MfSWN0o8b/LAlv1RmQG4AACAASURBVP5AubW+3RbJLO/J0d1x05vbVREL5KQoa+Xv4khBWbXL51ylMjt2kZKC7MdGdsPSHad8YrZJAKT2iMC2E9rd9PibIJ7DrlOX/D2NZkmN0YyM5Jhm66kSF9YKlVfr/XJNDSQ2HCiXZdbNE+DeIXF4cnR3jFq6S8OZ3SgLXXPvYKqS06TotjhYXo3jF2pUGV+6vmfOTkZWQZnH8aXvsabBs3+ItyXMjmtLKx0HQuB2o0WOv5wSArEcicGwhfpsW7x4caPHZs+erepkGAwGozlRVVWFt956CzVL/q7tQO1igBEZQJ9RAHc9Bff67k1DSDvUmQS0thFVCsuqvK7nVhtPwU9ybDusnjVYlXIgKUWZNvMoEMxgHVOZnZn0SUG2LxnVPQLv3D3Q425oU6bOJGBLUfPvxOMPQgw8/jKuJ9YXljfL86ekqg5sj9winskhSMdbW8fLfa03mEUg50glVclpYblrAdxbTIJIPb6z17rzD5Fbwuxsbakzuc8kk+svp4RALEdiMGxRJOHt3LkTADBy5Eiq43ft2oXg4GAkJ7M6NwaD0Xyoq6vD119/jezsbGRnZ8NkMmkyTlxcHP7xj39g1qzZiPj7d14HF2oY5zrCcwRBPIcaoxmtdARGs0iVXUIT/GQMjkXxpRo8l6OshPLW3h3wwLr9jTI8XKVRB4oZbGZ+KZ4c3R0cIX6fi8Su4ksQBATE96MVQTxRnOLPcM6tvdojObZdsz5/mt8n0p4ao9kqeHvjdeIN6wvL8Z/pSRZ/qtwibDrsWyFVytZ0FEBo2o578g+xbY/sbiOBpkMhARCk41BnErzyl1OKWl4xaqGkLJzRPHHtdETBxIkTZZnVzpw5E9OmTVMyJIPBYPgNo9GI3NxcPPDAA2jdujUIISCEIDg4GFOmTMGaNWvUEVSC22LZsmWoq6uDKIrW/505cwYPPPAAgoIMmJYYTfVWjsGFVi0k7x0cix2Pj8Ss5FhwhKMu16EJfgrLqvD8FmW+FjwBcg6fxaq9JdZAXcrwSHlzO7Lynde0ZwyOxd75qZibEocQg392vkyCiJve3I4nNv4aMDefZkHE0Le3A4D1+wni3ZgnAvifEV2ha0LBJxNUtCO36Byy8kutf189IoL9PSW3BPEc5qbE4dWJ8U3qHG5qSCI7xxGM6xnh+QUqUGM0o+2iXLyx9YRfhDApW1MSQK68nIbqlydAz9OdZ+sPlEPwsC5IJcyu1lqajRYRQHpSNK6+koYrL6dhpY8yVGx5ekwPj39/WpcjFZZVYW5WAdoszEXogly0WZiLuVkFKCyr0mxMRtNAVqZKdXU1qqrsTxpRFFFSUgLRg7PhmTNncO3aNfA8S8diMBiBjclkwtatW62ZJ5qZa+tbASNmAYlpgD7I7qn7/5iGIDf1wDSlKTxpHFxo0dVGxxHEdwzF0LfllYLwBHh0RFcIguhWWFGaWaPjCARRdNnu2FMate1u353/+Rlbjp7zei7eYhaB7RqaNnqD9L3tnZ9q/X72nLmEd3eewoaDFU7TzR8Z3rVROvqtvTsAoojvf7/AOsK0EGz/5hKi2qLiSoO/p+SStH4dsfnBodZrVFq/jnjjp+NYRWEuSotjF7Ce7UPwyLAuOFB+BZ8drPBJKUwgYCuy+1LTrDUKPi+hlHDM1uQ4Ao4QahNnpf4hcjZaNhyswEczk/2WmeGtV4w75GScuCu/dedxw2gZyPoLXL58Of75z39a/02I5eQbOHAg9XvEx8fLGZLBYDA0QxAE7Ny50yqeSN2W1IbjOLzwwgt45WI8akmQx+NpSmI8BRc8IVg2NaFRcKF2WrWOI3hxQl88v+WoLOGDANBxHIa/s9NtGY7SzJqe7UPQr1MoNntI6aZpw5hVUEotqPAcgY4Q1Jubd3cT2++N4wiGdY3AsK4R+MhFoOouHV0QRMxZU4A1BerdrDZXQvQ87k6IwvzUHnhj24km+Z1J587yqQkBKxroOIJXJ8Y3OofnjeymqqjieOU8fqEGC3OPYlVGsuVG7ZN9yC5UP8MwkLDdBBAEEVuPX/DzjHyDs2xNX/qHNDUD2EZeMTWW7ys9JU5WOZIrw3dX5cCeSqQ8bc4wmj+yyn9s09BtM1McH3f1v65du+Jf//qX6h+CwWAw3CGKIn7++Wc888wz6Ny5s7Vsh+d5jB49GsuWLVNFUJk6dSrWrl2LK1eu2F37zGYzFi1ahOk39aR6H9p6YGelKSEGHnNT4vDto8Mw1UmJkFSXrAap3SOwd34qjlRepRZUDDyxdBMArIKDuzIcpZk15dX1+P7Yeapj3aVRSym/tJgFEedeGI+8P4/EfUNi7X6f+4bEopVOUfVtQOHse/OUbu7q+c8PVTg9nnGDEd3CIUJEZn4pRr+7C0WVV/w9Ja9Zf6AcQTwHA2Wpgxa4utS62vXOyi/FqKU7NZ+XdJNWWF7lURQORNyVAzrCEdhtAtQazV632w7WW0q1/nlnvM/NgiNb62Ud76pURc46rdQ/RBJwaAgUA1jbUqkTC27FiQW3yipHysovRcqb22WVA9NkzEpCMaNlIktqXLBgARYsWGD9d1hYGAghjUqCGAwGwx+Iooj9+/dbM09OnNBmcZs0aRLS09MxefJkhIXR70jQlOzIrQd2tfPvTiRSq6tN3nWzUjmZJCZBdNme0dlOj9LMGjk74K524QrLqnD3R7/ISkcPMfBoHaRznblBCvyWbi7BE3VS7Gl3Lz2lWWtRmtYcsW3zXNNgRn6p+l1JfEVNgxl7Sy7D6EevIALgrgGd8P2x8x47pEi71Wr83TiW/DjDJIj494/HAzaTxx0NlFl6BBYT8b4dW1sf8/a6P3twLFZl3ChP6dwuBHPW5PuslKi6jt5TjSdwW6pCs04TABP7dZQ7TTsCzQBWDpI4LwdvMk7kZMxKxsOB9D0xfIOirbKRI0dSd/5hMBgMNTl06BAWL16M+Ph4a+YJx3EYPHgwlixZooqgMn78ePznP//B+fPn7TJPNm3ahDlz5sgSVIAbJTuujNa8bU8o14Xe0zwIXO/e2mISRLy+9biswNfTvZNJEHHPyr1W0zelmTUheh7Berqlztku3JLvjyH59W04ebFW1rhS8CkIIq7VWwJt28wMGsM9LenZPgS/PDVaFfNdT7uXtMZ+cnZMGc2DYD2HFbuKXQqtvsAsAhBFXHk5zaMJpxqd04L1HCb16whC+ef/2a8VCAmA7AC5iABVpogI4NvfzuP293ZbMwS8ue7rOIK/jOtptwZmDI7FvqdHW7I5Nf4ODTwny9x6xxMj3fpveFqnAct3NzuzwKXROi2BYADrK7zJOPGmRIrR8lAkquTk5OCrr76iOlYUReTk5CAvL0/JkAwGo4Vx7NgxvPTSS0hISLCKJ4QQDBw4EP/4xz9w9KiyrjAAMHbsWKxYsQIVFRV24snXX3+Nhx56CO3bt1fhk1hwV7Kzd36qLJMzJS707uax7+lUBFGWp3x2sIJatKDl+IUaDHljmzVQVCJATE+KxvSkGLpjHXbhlnx/DM/lFMnuCMHBsnvo7rehCZidkdo9XOZsGqPjCD69PwXJcWGqlIJNv/4e1+pNjcqA5KRZq1maxmgaNJgEZAWAH8ymw5XIKihtVJImiaKCIKrWOW3p3QOx5eg5jwKzRK1RwBgfdcJRGznXTrN4vdzp+jVSznXf3YaElM1Z9dIE1dcqW2YOiqEueQox8Bja2fO1PGNwLDJnJ7sV4KxlYgq6z2i14RNoyM04kdazplgixfA9PnMaunjxIjIyMtChQwccP37cV8MyGIwmwqlTp5CdnY1169YhPz9fkzFGjBiB9PR0TJs2DbGx/nNod2fWSYsnF/qld3R26qlCM49r9Sb6zgNGMzKSY5BVUCZr/p4wi7BLwXVnyusK2501uWVXhWVVWJBb5NXcOUIw85N8u913Zx0CbA331u0vQ53J/Xeu4wj+dVd/DH9HmZ/D8K43gnmlpWA6juBCTQPaLMxtZPYHwG3qvWOatSCImDeiKzL3lfi084faWEyYAS8tIVoUUpZIIHD/2v0YGN0GSTFhTk0spwyIUqU87U/rD8g+v8ur6xWP2xSwNb6mue4beIKM5Fgqg1KdjsOQuHbYQdlFjecIgniOqvRKxxHc2b8jVu+jK+mUU0bz1ZFKj38iNEbrnmhkAOuhFK4p4q0pb1MukWL4DlJdXa1oNTt9+jSWLl2KY8eOwWRyXUt46tQpnDlzBu3bt9fM5yBQGTp0KERRRFGRdwE6o+Ui+WJ07KisZjaQKCkpwfr165GdnY3du3drMkZKSgrS09Mxffp0dOvWTZMx/ElhWRVS3nTfvpivrcK3jw7DuMRest9fEETrTbInQgw8djw+Aje9uV2TG+G5KXHWQLGwrMou4DPwBEaz6HQ3VMcRrJw5CFMGRiFYz2Pd/jKPbRhts4TuW1NAHSDLRccR7J2fahekCoKIj/eewcPZhU6/R2mOMwbFUP82nuYgfeas/FLMzsy/8T3WXG8hHtLO7XsQAIQ4L+niCdC+tQGVVz23yr1rQCeEB+utN7BBPIcGsyA7Q6ipQuOt0SSgPG+U0EpHUG9y/jevBnNT4nBH346yBVyGQmzOnRADjysvp1lvTB2v+yEGHtMSojFvRFcM7RJOfQNbWFaF5Ne3yTp3ql+aAI4j+PzXCty/dr/b9WPL0Uqqm25CgIKnR1OJFHLXYtvvTQlyS4r9iZw4uaCkCje9vR1mir9tZ+ehp7jL2drOCFwk+4A9e/ao8n6KMlVKS0sxbtw4XLhwwa4bECHE6b85jsPixYuVDMlgMJoIFRUV+PTTT5GdnY1t27ZpMkZiYiLS09ORnp6O3r17azJGIEJTE2wWRby3q9grUUXurkxybDt8nJGMe9fQd8ehxdb0zTazZs/pS1ixqxjrC+0zPFrpONzeNxKiKOKRDQdw75oCa/ZE5uxk5BypdLkLJwWSQTyHT1VI83eFs11FjiN4YGgXDI4L87hTSPvbeJqDlCUyY1AMHly332OmjCMErj1yzCKoBBUA2HTorN2/pa5QzUZscIOOI/jHhD5YkKO8jLG5M3twLJbfPRDtnv9aszHW7S9Dpgom3gzvcTS+ViOzEwAW5cor5ZTMxjmOYPaQOAyMbuPy2pwQ1RZ/XF9I9b56jiAhqi3VsdcaTH5pd+yNAaxcBEHEtQYTIMJtpzi1kLJ7aQQVwL6sNVjPe8ycai4lUgzvUfQX8+abb+L8+fNo27YtnnzySXTo0AEffPABDh06hGeffRZdunTBxYsX8dFHH+HEiRNYtmwZZs+erdbcGQxGAHDhwgVs3LgR2dnZ+O677zQZIz4+HjNmzEB6ejr69++vyRhNBTk1wZsOn4UgiC6DFXe7UXI7Fc0eEoe1+0tVb/3pLFB0l3XSYBLw1eGzdjf7tqU3K2cOwtIpAwECtDZYAjnJm0bKlAjWc16386Qlq6DUaYcAdzcQ0u+VFh+pSucgSdxZPjVBtqDCuchQUZPmeFur4whMgohgPYfpidF4emxPvMFacHqE5wieGdMTHK27q5fI/TtoivSICMGJizX+noZLXHlSKLnRFwQRuUXnZL3GsYzD3bX5Sq2RWvxoMIvYc/oShnVz7ZMjlZ+tL6Qvq/Wnl4eczJbCsiosyi3ClqJz1jWc5wjS4iPxUlq8XccdtbJlPHX8cYQncFnWund+arMukWJ4jyJR5ccffwQhBK+//jrS09MBAN27d8fkyZMRGRlpFVDuu+8+jB49GgsXLsT48eMRGRmpfOYMBsOnXL58GV988QWys7ORk5OjyRg9e/a0iieJiYkgGgfQTQHHwEJOTXCt0XWLYEe/AClgkIICb3ZlXkqLtwuUnMFf/0lpS4UcA0VPwZEAuLwbNwmiNZtG+sz9Oobi+S1H7d5Pa0EFaBxYO/7OtjcQjr+Xmqw/UI7/TE+S3b6UbeR7hyiKCNHzqDGaseFgBUQQWTdOLRWzIGLU8p24JyHKJ4Jec4UnQFl1nebj6DiC4V3DsZ3Sv8QWLTwprtWbqDMUAIvZuKtON06vzYXyMhtTl+9qVHIq4cwvjQZ/eHnQxBK2ZOWXOvXZMgsiNh+uRM6RSrycFo8jlVep35MGOV27pK/QdoPI0RNNjcwpRvNDcfkPANx2223Wx1JSUkAIwYEDB6yPhYWF4a9//SvmzZuHt956Cy+//LKSYRkMhoZcvXoVmzZtQnZ2Nj7//HNNxujcubNVPJGuGb4m0GuGXQUrT43uTn0DHKxvvHOVua+kUW24MxNVQL5xHa0Q0z8qFPes3IvjFzzvljoGimq0NAVufGZ/8u6uYgQbeLdBqasgVC1qGsyoNwuqlBQxPGMWYTW+rGkwa+bb0xyxfF/+7xTUVNFxBM/f1huLv/lNtffM+/NIvLer2On6AMCjB4WzOWrStlfmEv9/6YlIiGprLf1wFiN4K34AjU26JeRmVEj4o92xJ7N8R9FI+mzu1jJBBJ7LsfefdPeeNMjJ7vW06eP4u2ldIsVoWigyqu3QoQNMJhMqKythMBisj/ft2xfdunXD11/fqHstLy9HfHw8evTogYIC9evuAxlmVMvwFi2NamtqapCbm4vs7GxkZ2er/v4A0KlTJ6t4Mnz4cHCcdu0MaZG7s+IP3AVr1DuANZeRnhSDdY/eCuBGyq2n8hxXRmty03s9CTGFZVUY8sY2twGW41zkmPY1BYJ4DiZBcGlM+z8jumLpjlOalsFIZnwHK6pv3AD5wHCU0Qxh542mdAylM352zORppeMwY1AM4juGYlFukWoCra2Rp6v1gVp4qLkMnhCs/uM42TfNnpC8O8IXbaH67ATAvUNi8enBCpcxAo1pKQ33DYnDinsSrN/b3KwC2eK2M6N1rfHGtNWbz+bpPQHPcfK1ehNCF+QqGtcRWwN9RtMloIxqIyMjUV5ejhMnTiA+Pt76eI8ePXDgwAGIomjdgY6IsKQ4l5WxNFcGw5fU19fjm2++sbYrNhqNqo9hCA2D0HskTD1HILhHIqYPigsokUJC7s6KPygsq/LYhnbXqYtWbwZX8ITg0RFdAcjbUTMJIl778ThWZSTbBcdy6tlpjAWTYsKwetZgWeVFckqfmgKSIaszTIKId3ac0nwOUiaQXZaR5qMyGAw56DiCpXcPxOxMz9dxx6dNgoj462WOama82WYRulofMgbHovhSDRbkuDaJDeI5/CEpBo+O6Ipxieqtv44bKDxltooI2GVEOYsR1MqYXLWvBKv2lSDEwOOehCisl1FGFKLnMT3JP14eNJ/f1pBdEETZJVKe3pOWYD0vu7zVE7YG+gyGhKJt45SUFADAP//5T5jNN07WhIQEXLt2za7jh5Sl0b59eyVDMhgMFxiNRnz99dd46KGHEBoaCkIICCFo1aoVJk+ejE8++USxoBIaGooHH3wQW7ZsQUNDA9bsK4Hu/21CwyOrYRr3KNAlEbUmYNXeEqS8uR1Z+YGTqu0prVZK6ywsq/LxzG5QWFaFqSv3egx8zSIwvGs4dC4WdB1HsGxqAgZEtfUqnTgzvxStn/sKczL3YXfxRQgUrxUEEVfqjLhSa7QeLwXargKPjMGx2Ds/FXNT4hBisJQphRh4zE2Jw975qY0ELik4YqiDY8p4xuBYZM5mu2+MpkErHYdJ/dTP4gw0CAFWZSQjfVAsVmUku7zuu8IkiHgup0jVjka05SaFZVV4fstRt9l2JkHAoyO6YgBlRxwJQRBxrd7kdH3Kyi9FypvbsWpvifVmWqmgJMUIBaWXqctJaJFK2+QYJYuidq3F3SGnnGb9gXJrFpNU9qgU6T1pkboZqolkoM9g2KIoU+VPf/oTvvzyS3z22WfYs2cPPvzwQ9x8881IS0vD+++/j/nz5+Nf//oXDAYDFi9eDEIIEhMT1Zo7g9EiMZvN2LZtG9atW4d169bh8uXLqo9hMBisrYrHjx+PoKCgRsfQihSONcP+Qu7Oiq+RW5+9r7QKe55MxdvbnZfZROvqAXjvQVJnEvFJfhk+yS+DniPIGBzrNPuooKQKC3OP4JvfzluNAJ05+btCTrtMOa2eGe5x1f7xqyPqdm9i+I/m3pK6ziSgbSu9v6ehOUG8pXwHcO5z5SlrUS46juDR4V3xXl6x4taxNOuPWQTe21WMpVMTqObnqYTXW18SGkyCiH//eDwgMiZrTYJfsmzlZIxK4kOwnrcadCvFm9bRtN0MdRyhErb82WmJEbgo8lQBgA8//BALFixAbW0tVq9ejcmTJwMA7rzzTuzYscNa/iOKIniexw8//IBBgwYpn3kTgnmqMLxBEAR89dVX+Pzzz7F582Zr3ajaSOJJWloaQkJCqF9HWx8bCLWncrw4bOvEfYW39dlXX0lD6yCd03r2yspKCIKInm/vUy0AtK3dLiyrwhMbf3Xr7cIR4JNZg1UN9tSqZW+pSP4KzlLGTSYBYYu2oKbqguUB5o3RolB8c+5jTxU9B+h5dW7UPNFKx/m13bJ0rbdF8grp9PdvVO1YlvfESAzrFkHljeUOOetusPEKTiy4FVFRndwe58lvbFVGMrYcrdRUeA/WcyAgPjnvaHHlhaYF3sZTaniqOL4nQO89qOa5EwhxLUM5AeWpAgAPPvggpk6dih07dthloaxduxYLFy5ETk4OqqqqMGDAACxcuLDZCyrnzp3D+fPn7R6rr68PCINORmAiiiJ++eUXrFu3DtnZ2Sgp0SYYmDJlCtLT0zFp0iS0adNG0XvJTf/0d+2pNzsrvnR19yabxHanxFU9u9oeJFL2UfGlGirDQ0EE5qzJVz1bydtWnWowKzkGWQVlijMADDxBg1YtfVzAEzitwZd2ftcXlvmknTTDNxh4QM6f/6LbeuGFb49BbCJ6pVEAjIL2N7azkmPw8cxktF6Q4/O/WcD1rjjHEXCEqPo3G2LgMbRLOAB5WYTOkLP+1Bo9l1PQZMfOWZMPPa9tvF1rFDArORZrCgKnvNmXWbZyMkanXy+7uVZvwlOpnrNFaPC2dTRNN8P+UaFUGS2+7rTEaBqoctfQrl07TJo0ye6xNm3a4J133sE777yjxhBNhg8++ABLlixp9DjzkmGIooj9+/dbu+2cOHFCk3EmTpyIGTNmYPLkyWjXTpsdw0AXKRyRY1Tm67ROOQKVLTSBhRYGbSZBxILcIuobL7MIu2BPSStrJS0s1SBEz+Oj9EHYcKBc0c1VkI5gakI0sgp8a9xuFi0GjFkFZdaMI39/pwzt6NwuBMWXaql+W54AL333uyqCSoiex7d/uhmjlu3SvPxI7dIXZ3x+6CxqjWa/CCqA82u9dB0N4jlVr/HOxpJjUm6LnPUnWO953aUtJTJrnFEUYuDx9OgeASWqAL7dwKItp7lQ02DNauE5AlHhBUapoOFJKLQzbFdY+sZoebAG2yrz8MMP4+6777Z7bObMmSxTpYVx6NAhq3iiVdnX7bffjhkzZmDKlCk+F+0CWaRwhtydFV9m1XiTTUIbWGjlQSI3LsouLMOTqT3w1nbvW1lrWSdPS43RjNAFOTAqnIJZgM8FFVukjCOeg9+/U4Z2lFbV4Y6+HfDVkXMej41u2wolVXWqjDs9KRrv7z7tEz8XX4xR02AGCFQXqGlwvNY78xOJahOEExdqVB9LKXLWn7v6d3K77nq7+aAF0xOjEd8p1N/TaIQvN7A8iQ88AQRRxObDN8rWzW7WGZ4jmBgfiRHdIvD8lqOaCxruhEKajBYGwxmq/eVt2bIFmzdvRlFREc6dO4e6ujocPXoUp0+fxubNm3HvvfeibVt5zt5NkcjISERGRto9FhQUpFidZQQmx44ds4onBw4c0GSMESNG4N5778XUqVPRqZP7emNfEcgihStod1Z8ndYpN5uEv94JQlrYPWV+0Hxurak1Chj6tr0PitxW1mq1sFSKUkEFQEB8DpMgYoHKHUEYgUWdScCi2/sg58g5j+LD+WsNqozJE4InU3tg1PKdqryfJ8yCqHm2SoiBR2uDzi8m2cO7hlv/21lWWU2DWTVBRYsdeNp199ERXd2+j9qlrN5CAMz//+zde3xU9Z0//tc5MyEkclGQEJIgCMpVQhJSqgJidbs1qLveuASE2H7X1rbWFvZXvy30trWgvQhrdVu3tpaCEBFvtULc+rNVo2jZkBBQQSsglYQY5JIAgZDMOd8/whlmJnPmfD7nMtfX8/Hwsd0wlzNnzsycz/u8LzNHeZIF6lS8L2CZBR+uvfRCbH7vk16jvc34FOB/vzkDpUU9x17F+LyEBzSclr5RZnIcVDl8+DAWLFiAt99+OyxwYDSoPXz4ML773e9i1apVeOKJJ/DZz37W6VMSxd1HH32EjRs34qmnnkJdXZ0nzzHk0mLccXsl7vnS7SgqKgIg3oArEZI1SGEmWdM6ZQJUowfn4pk7yoMTDmJNQDBYve54cTIlKpmuUqaTPTYWYz4F+ENlKTRdx6Lq7R5sFbklt48P2T4fVCX2OFkFcKUJq0/pGeU+Zsh5cVts5vbx4Te3FeOOJ7d79v1mXBhIRIC6dt8RlK+qxX3XjTW9gi9r9OBcHDzeGZcFq+jv7sT82FOcZIIYff0qujXdk/fJpyiYlD8gKSfRJeICVrTgwxc3bJcaXx3Qgf98fQ/+ML/M9DETFdCwW/pGmclRTcrp06fxr//6r3jrrbdwwQUXYOnSpXjmmWfCbjN8+HBcccUVaG1txZw5c/DJJ5842mAiLzU1NeGhhx7CtGnToChK8L+LL74Y9957rysBlVETJkO96ovA//kNsOSF4H+HbvwJVh2/DLWtqRENN06W/CY/dslYe1pZVoi6xTNQVV6E3D49V3Ry+/hQVV6EusUz4jaSMNKSmaNM96PBryrBgEp1fRPKV9ViTd2B4EmmkflRvqoW1fXhtd6hrzsnq+drPydLRVV5ETYsLEOijzijyZ6ZZLlKmclys3o+J9uWXIUFU4rgV9WEHzcU2+ziYfjP2r2W88w5dAAAIABJREFUCxw3lp4Lygrx8l2X45biYcEFcDzMLh6GBVN6vr+vGjXI9HZ+VcH9s8aFffeLCL0wYPWbJ/JYd08bKX1/o4+VG0EC43fk+PIKnFhRgePLK7Ba8Hda03Sc7OyGJrkdbvzuGkEMEXNLCizPTe6fNQ4+G29jt65j6z+OAhD73Y6XRF/ACg0+2LkAsmZbExatb0Bjc1uvx2SGCKUKR+G31atXY+fOnRg5ciRqampQUFDQ6zYXXnghampqMGfOHLz88sv45S9/ieXLlzt5WiLHPvnkEzz77LN46qmn8Oqrr3ryHMXFxZgzZw5mz56NMWPGADg3DtbspETkqn0yScXa02S6ChK6TaJZNCITEBZVN+DPC8dhYn54yaUOQDm7FFagQAcwNq8fVswah+9uFuv9o8CbPgaxmuy5kWrt1XZngpwsFW0/uQ5+f09AzjgGuT/ty/GrOOVhQ02/quCbV12M6Y9s8ew5DNm+nu+nTz/t6d0Sr6v4PgW468oR0DQdkwsG4rWvT0ND0zH84q978Nw7LTjVpUX9PfrmVRfjM6tqLYNN0S4MVJYVwqcC856oj9lbSlGAbF/PGObIbfi3yy8K+830qUrMfhOAfB8rkdcjegW+sbkND766F8/sOIiOLvl+WIA7v7sy2bHGJJdY5yYjLsi1lcH56y37cfnIQUK/2/ddNxa7W0/02oZZ4/OweVdreNnMJYOxeVerVJaH8TzJcgHLyQWQtdsOoLpBrByYKBkp7e3ttr+qZ86cicbGRlRXV6OioiL494EDB0JRFBw7diz4t23btuGaa67BpZde6ln5RLKaOnUqdF33rGEpmTty5Aiee+45bNiwAS+//LInzzFu3DjMmTMHc+bMwcSJE2Petqq6QehEs6q8CKsrS5O6/CeSk6kuqcLr19jY3GYZoBI9huZcmouHb5mEvLy8mBNejBOy/Uc7LKf6GCeJbqWhRzqxosL0RF/0dZvp61cxZ/IwPL2zJWzfThjaD/93U2Z+N48enBu9BKjj7G93bs/0sBkXD8Lrd08LHv9ffWYH1m5LrskXkaaNvABv7z8qvUDxmk8B3rh7GkryByBnWY0nz6EowLr5ZfiXiUPRb6k3zxFq9OBcfLj02rDfK+MCgpelMkYvlWiL/Fjf1aLfJTdOyMML/6d3ybro/RdNKcKvbp1k+nthZH7k/8fL6LAYJ+yEkwsdD7zyd9PfBeO3w40FsOi5jshvWeT2xDoWjN/ctdsOCPcAye3jw/HlFcHHEvndNtsG4+8fHDqJ/6zdiw0NzegMmAdb8/r1Qfvp7qjBumSgaXpw2o9dflVB3eIZwq8plc6TKbmMGzcOiqJg69atrjyeo6DK8OHDcfz4cbS0tKBv377Bv0cLqpw6dQr5+fno27dvxpUAMajivba2NrzwwgvYsGEDNm3a5MlzjBo1Khg8KSkpCfYNEiXzY2P8aBtX/vhjkVii/UvcEjouszOgBU/EZI6hnK7j2Lv0Wnyi9bVc3BgnMQCw8tW9eKqxOazHQl+/irklBcGTN6sxvKoCVIwdgk27raeOnHsOBSfvv940WOXGIu3Eigpk+1QcOXUGg3L6wO9XsWh9fdIECLJ9Kro1LWYgoK9fReHAvvj42ClHI179qoJ1C0ox/4n63s8XEVTxKT3NA//y4eGUKcPKzfJhStFAvLX/aNI14w3taeGFDQvLMKek0JUFjoi+fhUn75/V6/cq3uO6/aqC1fNKcNNl+TEDGbK/w5GLYDv3N1tUn+zs9jzwVfetGZgy/Hzp+z3wyt8tMxhlF8BmZBbGIkEMWVv2HcG0R8SbK0e7AGD3oovV56SPT8HsyQX495mjUVo0MOkvYDm9AAKcu7AogkEVssvtoIor3XdOnz4dFlSJxgiw+P1s+EPONDQ04L777sNzzz3nyeMXFRUFgydTp06VDp6YkUmLNEbjUeKZTVyQmVwja2dLe9QgzlevHCF8DJ3q6jmGVr5hPTXH6GmyurIUf5hfit/PK4ka1DFEK/vKyVJx08R83D19JC4fMQifnuzE0B+JZ4f9i8VITacNd30K8NVnduCZkEyVWycNw1PbEzfaONK80p7AVbQFwzdnjMKYIecF34tF6xuwdpu9E1fjiu6ckkI88sZHqN13JObtAzrCRmOmgo6uAGr3HYFPAa4aNQh1B9qSJiBkp0GwqKtGDcKckp7vo3iV4Zzu1qL+XpmVh940cSjWezBSvFvTcfv6BgAwDXzb+R0OXTzL3n/rx0fx6y37TQPy8Zgis/K1PVh3+xSp+zQ2t2GpQElo6G+HVyKDCF6U8F4+4oLg750Vsyk7dpqaWpXzAoCmA9/+3OjgcZzszVPdaOgcqxyYKFk5+lSOHTsWdXV12LRpExYsWBDztm+88QYA4JJLLnHylJThvv3tb+MXv/iFK4+Vl5eHOXPmYO7cubjyyiuhqo76NluSOXkyfrRPerpFZEW0f4mbPXBiBXHWbTsgfOKXk+VDtk8VbhoXehITetJm9NGIZHViOyinj9DzGu691vq3IdoiTVRAR1hGSseZgO2ghBdCewFYLRg0TcczO+WbASoAFpUXBZ9H03Rsa2qzvJ9TIj0jvBLQgS0fHcVPKsbg0bf+gY+OnErIdsRL3YE2aJoePGbiMbEm1u9VtOMZAJ5/9xNPAwlmgW/ZIMbz77RgwZSi4P8vc/9sn4rpD78ZlgkWbbu8Dnw9904Luru1qAFyMw++uke4Z5JXC2CrDFE3gwuqqmBuaYHQ++DmlJ2Vr8ld9EgFbkwcjBbQJEp2jlaRc+fOha7rWLp0aTBoEs3hw4fxH//xH1AUBTfffLOTp6QMZyegcv755+MrX/kK/vKXv6Crqwu6rkPXdXzyySd4+OGHMX36dM8DKoBc9/pEjMaj3mROeNxgFcQJ6MAZgYAKANw4YSg6A5rn2VFmHfr9fhWjBucKPcbQfn0wpegCodsai7TjyyvwyY8+L729yUgB8JvZxZgU0lg41uQDu80AdQCfnjzj+HFkZftUHPvxF5Ab5epuPHRrOr6z6f20D6gAvT/HTifWiIj8vYo2JSb0eJb5LXTKCHwbU0Vkn/uOJ7f3mkgiev8zAfNSvtDt8nqKzKkuDQO+V4N+S2vQf1kNqqrDp6xEkh1h70VmreyEOzeITuFza8qOzH7euOOg9NSlRIo28UnmEDfLBiJKZo5Wkl/60pdwxRVX4NixY7jhhhswd+5cPPTQQ8F/f+GFF7B8+XJceeWV+PjjjzFu3DjcddddjjeaMtdNN91k+m+5ubn44he/iJdeeglnzpwJBk+OHj2KRx99FJ/73OcSXn4W7x9tsi8RJzwiQRwdPY0oY/GrCu66coTUaFMvTmLunzVO6HY/u2G89P5TVQW//ds/7GxW0tEBfGlDI/ovrcH8tduwZd+R4P6ItkB1MrJ2067W4KIkJ8uHviaZSG7q6ArA71dx22R3FtKqAtwwPi84HpzOifY5NhtpW1Y4INpDSAn9vXq3pR13P7sT/ZdZL+DjOY42MvAt89zRguYi91cU62ljxmPHI/B1qqsnGC8SmOgpHRWfTJWb5e5vh2iGaKzAkB1W74PbU3bSvSQ89ALIiRUV6PrZDVgYkvUVCy8sUipydEbi8/mwceNG3HzzzdB1HS+99BJ++MMfBntQLFq0CD//+c/R0tKC6dOn4/nnn7fsvUIUy3PPPYc1a9bgK1/5Cl544QWcPn06GDw5efIkHn/8cXzhC19AVlZWojc1qnj/aJN98T7hkQniZKmK5TE0MX9AwrOj5pQU4u5pI2Pexq8qqHqyUegKaqjG5jZ8r+Z9F7ZSnNeL+I6uAKq3N2PaI28i694XMfzHL+O8724OW6A2HGjDqa4Abp1kP0BhLEp+9tcP0enhWN9QX31mJ64fn+fKwnHhlCL86d8+i09+9M8ubFlqEN1rZp/jyAXOG3dfiR0HjzvertXzSoLNqz//6NvY2NgslFlg/Bb64rRuCg18Ty4YiP/4whhb9zXub/U7niV4nBuPHRr4ikewMFZgQjZoe5vLvx3xzhANZRaArCovQt3iGa72T0v0RY94Cc1S+/ereWGR0pfjb+7+/ftj9erVqK2txT333IPp06djzJgxGD16ND7zmc/gS1/6Ev74xz9i06ZNyM/Pd2ObKcMtXLgQjz76KG688UZkZ2cnenOkxfNHm+yL9wmPTBDnTEBH7devFDqGnGZHRcuUkPHwLZOwYWEZRpuUAhknz7Kp3TI1/27I7eND0/f+Seo+ff32FxqaDhxoOx2cwmTsn7JVr6Pf0hpsbGy2zFiKpVvTsXTz7rjtw7XbDmDBugbcdcUIR4GV0GP1vD5+2xk7qSK3jw8zLh4k9F7LLEZWvbbPlT4rN12WH8wsCJjMY4+1gHerEbyVyMD3Oy3iAaVoQfNYv+O1X79SeDJX6GMbga8TK2Zhfqn35wFmgQmZYLyiAEuudm8BnAwlMZEByOPLK7Dag4tdib7okQi8sEjpzLVaiOLiYhQXF7v1cERpzYvu9eQumckZbpzwyDYynnrRBbh85CDLY8iqaZzZSYybY6TnlBRiTkkhurs11O47jH/+zd8cNf+Vrfl3w+ziYRiY20eq6eq1l16ITbvEx0rLOO1Chkm8K/S7NR2PvrUf6xaUYunm3dJTcCKP1XhNt0mkfn18ltOZAOvFSOTn2Q1GMFk0s2Dlq3vxh/mlwe2J57jl0MC3pul4/p0W8fualLeY/Y5rmi7dlD6Uqiq495rReKqxOeb+8asK7rtuLL7/0vu296NZk1nRBscrKsa5ugB2Op3JTfGYsiOyn9Mtc8NsKpjTsdhEicaCZKIEitWMkhLP6x44oVkgdq9aiRxDstlRXjUJ9PtVrK47ILgA22P677I1/04Z7/HOlnbk9xfPjjt+JhC3vhGpolvTsXlXKzYuKpe6X2XJMGz91vRex2o8e3MkQuuJM9Y3AlAxbohplmO0z7MbZp/9vhINcK7ZdgCL1tcHAzzxCqgA4d+Zst8fN0/Kj/n9Gvkd7EYGgsgV/fuuG4tdrSd63UamT5JZ6arV8yvo6Zn1nWsvFX4uEZlSEmPI1MyNeGUDEcWTcAj2448/du1Jhw8f7tpjERF5xW6WhxWzLJDrx+d5dtVKNDvKyzHSMhkma7Y14cipLvwkypVQ2bGoVoy+DtEy9o33+L2WE9JX1mv3HMFPKsbih//zQVwXkIkwalAO9gpO19m44yAevukyqcev3n4Qf3yvNSxbStN0XDL4PKyeV4I7ntye9vs4llc+PBw2StngVUaI8T0kO0Fq7bYmrK9vgt+FiXt+VRF+XbPG5wX/t+z3x7/PHC29bePz+lnexuq7PNoV/ZwsFbOLh2H80P6mGSpnujVk+1R0CkyKixWYiPX8S64e7ckCON4ZoskgkzM34pENRBQvwkfypEmTXHlCRVFw9OhRVx6LiMhrbp/wVNc39VrkGFkg6+ubcNcVI/DoW/tdDeKEsjqJkWkSuLqyVOq5ZRdgL77XippdrVg7vyzsKrybZR/GFd83PzqCl3YfCr52n6pg1rghuK+iZ4JR+apa6YWpDuCH//MBfnzdGLxz8Diee6clrhk28bTu9jJc8cs3hW7bcSYAKD1X1GXKmEI/J1eMuADbmtqCn8frxg1Be2c33tx3NFiepSo9vWkygVkphBcZIaHfQzKlLoaADgQER8PH2oat35qOn/91D6obmi1vv3lXK+aU9HyHyHx/zLh4EEqL5IPm33/Juon2fdeNtfwun1wwEItnjoKmA8/sOIiOrgCeajyIzu4m0/I9DT3jnEVYBSYSUaqciSUxLAknSn3CQRXdpAEZEVG6c+uERyQLxOg5sXlXa9yvWsk2CYxWix+LnQyTgI5gZsyk/AHB/b9k5iis23YganaJiL5+FXNLCjAur1/UK74BTUfN7kOoLC3CS++32l6Y9jSE7Vlg5Wb5ML+0EB8f60DtvsReXFAUwK2fdRVAtl+V6iNxXh8/Cgb2xV7JvipAzz4N7TPScSaAF99r7XW7TAmoANEzDpz2HvKrCirGDcErHx42/R5KRF+bYFBn2ED88d1PhO4T+X0lsnD3KcDDt8hlVAHigazdrScsbxMtCC8SiNRh/RmXCUzEM6PAqwzRVMDMDaLUJfzJ3bRpk+m/6bqOG264AYqi4MUXX3Rlw4iIko3TEx7RLJDNu1oTctXKiyaBmqaHvQY7C7BuTcctq+vQ0t6Jjq5z5VI/+PwY/PDPH0g9FtDTD2DLPdOgKkrMDJRuTcfC9fXI8rnTfqyjK4D1Dfb60bjJyM75Xs1u20GpUBqAh17fJ5W2DwDNbaedP3kc+ZToJWLJIFrGgWxmWChj4VpZVtjrMxwpGKCw9UxyFAVYt6AUc0oKcbKz2/b3lVcLdzcD005Lt7JUBZqOlAxMZHJJDBGlJuHVwfTp0129HRFRJrF7sh3Pq1ayE4hiNQl00jcmmtCMBqMMxKcAWT4FXZIrXR09QQAd0RccoQI6EHBh0k6i+FQF2T41GIwKXZQMPz8Ht69vcOV5Nu44iDe+Pk3o6v9dV47Ayc5uVyYYxYtfVfDwzRPx1WfeceXxFLg3fSk04yA0AGInM8wsGyXW99Ck/AH4zexi3Ln6ddOxym7R9XOlPDlZPuG+Kn5V6fV95cXC3c3A9IOvOivdOhPQ8dY3puHRt/anZGCCJTFElEqYY0ZErrO6spmJkmlUpBm3mgQ66RsjI6ADms3UgY2NB6HHfahw/N1eVmi6KKksLcS6+gOo2e187HPHmQDGDDkv5tV/BYBfVXHFL99EbpZPajx1ooQuQifm9XctqLKovAhj887Dss3vOzoKjYwDAKiqbugVxLzmksFRS6N6bc+UQvzq1mKp7+zIwGm2qqBoQF/s7xTbdjsBUeBc0BkQD0yZ3c7thbsbgenG5jY8+OoerN3mLKstt48PUy+6AJePHJTSgQmWxBBRKuC3FBG5xiw7YUkKXBXzmptZIF5y2iRQtG/ME/NLMX9dveO+FyK9A6LpiDJGNN0Y71PkoiTyc+oG45iNdvW/j09Bl6ZD1xGcSJLs+3/RlCL86tZJvRahFw/KwT7BKUdmjPdlcsFAzBo/FN/bvBsv7rIOfES6ceJQ3HfdWLzXcqJXGZsRxPSrimXDXp8CfHXaSKkFd7TAaWdAw/6jp4BcsbHjlSUFeKrxoHTGUugYYNGgXOBsoN9sce7Wwt1pYDrafrUr9PEZmEg/vHhFlFzcKRQnooxXXd+E8lW1WFN3ILhQM07sy1fVoro+8b0k4knTdJzs7IZmTCJRFVxzyWCh+1576YVQVaXXY8SD0WvAb3KSZlWLL9M35vYpRY63FwD8igLZU8ocv4ocf/L/BPoU4K1vTMP144dI3c/sfYr2OXVD6ALOuPp/fHkF3vrGNGi6e01x42X80H44L9vfa7Hyo38e4+hxfQrC3pfJBQPxp3/7LJ6Yb/6Zi/YYT8wvxQtfmgoAlkFMBefGhkcKzR7qv6wGVdUNaGxui/n8boxp9qsKllw9GnNKCqTvawTwjEC1zH3iYcnMUZbvZbTAtJvjr9NtOg6d09jchqrqBvRfVoN+S2uEP7dE5K3kP6MkoqQnkp2wKEN+9N044Wk7dSahJ02VZYWoWzwDVeVFwUVLbh8fqsqLULd4Rth441AyfWPWbDuAwyc7XfkR6tLkC3k6AxpOJXlPD1UB1s4vw9SLLsBf9xyxvsNZi6ZEf5/cXLSFMlvAqaqCX7tQ5pUI33/p/aift9unDBcOfkTyqwr+1+Tzs+Dsezbj4kExH2PGxYOwbclVWHA2ICkSxAzowKwJQ8M+z318Sk+GF0KyhwSD4KLTbcz2UmjATyQAEckI4BlZITL3iQe7gWm3xl8nexNaso8Xr4iSF4MqROSYaHbCqtf2xmmLEiPWCc+Ula/j5fc/FXqc1/cede2kyW62S2i2wYkVFTi+vAKrLU7UZaeNbNp1CIpivvjyUiqs8zUd8Kny+/VXt06K+j65tWgLpQCmCzinI30TqVvTcc9zvfunqKqC+SZBRSsLygpRWnh+zNu8tT/2qO3Qf5fZv6/8/VM8PrdEKHsoVhBc5jmz/SoWTSmMGZi1CkBEigzg2c0K8ZpsYNqNz4pI4JtSFy9eESU3FlgSkSNujpBMZVYnPAEdCAScZUYYJ00T8vuFLWKj1Va/29KOX2/Zj037O3v1t5mUP0C4FlumFt/OtJGA3rPo+exF5+PNj2IvKDPRvCfqsbay1HY/HuPYyPapeGp7s+vb18enYnbxMJzs7O51PDkZ6RtNbpYPU4oG4s19RxCPHKPX9x5BQ9OxXoEQkb5DkUQW9jLB6dWVpbabX4tkD4U+TyiZ5zzdreFXtxbj9/NKY37fhPbhebKhOZg5EylaBoZXo5HdINME1+lnxa8qeOPr01BaxOyUdCX7/UBE8cVMFSJyxM6JfTryIgsgmtAr6GalRg+88nd8/tG3sbGxuVe2S+nK15HznU2elBXJpONHvqbRg3ORm6DmvMlM14E7ntwu3I/HKHOIPDYGfK/GkxHGnQEN5y2NXqYm0/PCSsW4Ibi1OB/bmtqgoWcR6Tu7QDWu0G9YWIbRg3NdeT7DL/66p9ff7GRXWC3sZYPTmqbb6ili53lCt1HTdeRkiZ06Gs9pBGZjBXCNAETHA7Pw1j3TLDNcQtktV4wXkdfv9LPSrel4qDa9M0EzmZPPLRHFh3CmygMPPODa7b7zne+IPi0RJblUmWrjpXiXOby+9whW/P8f4If/80HUiR8ATHP7dR04c3aMaeiY4zWVpa4sPuxcxQeAp3e24NbiYVi7zXpqhh1WE1C84lcVZPkUnOrSkJOloiugS++bbk2Hoijwq4rQVKZoE0ROdXmX23EmoidH6PEkOgklFlUBXv7g07DXY/xvv6rgN7cVB3uMjM3rhykrX4fNSdu9PPdOCzRN77UgjjblqK9fReHAvmhqO43T3VrYOOZJ+QOiZvMY7GadyE6aOdnZLf08Hx4+GTYtSjSYZKePiaoquHzEIFw+YhB+LzHdxCwrxCh/TPYJKTJTg8ykcyaoiHSehmP3+4GI4kf4E3f//fdDUcy/pIx/Y1CFKLM4HSGZDtwucxCxrOZ91x7LrKzIDqt0fDMdZwL42pUjUN0gH5CxkuNXE9aUdkFZYdhC74sbtttaOL3y90+xel4J7nhye8wyByD2NJh4CD2eRIJsxmSaaIEQ499i9RG448ntmDC0P8YMOQ+T8gdg7fwy1/bBqS7NdIESayFv/P87W9qFxszbDU7LjkCXeR6/quCXb+zFD176IGpAy+q+TvuY2BkDbNwncmy42X5PJnYD0oZMXUyn4nstKx0uXqVz0IsIkCj/GT58uGv/EVF6SdZmgfEik7rdx6fYnh7iJTcbCRvp+IskRibn9vFh6kUXWJZVZPkUXHxBX6ntmT25QLhkwU3GMR+a/m9n2gnQs2C66bL8XmUOOVkq5pcWYOu3pqOyrBAPvronKabtGMeTyCSUtfPLsG3JVVHLNyrG51lmnXRrOj7zUG2wBOml91uxbkFp1MfbsLAMN4zPE34dIguUyPIO4//fsL1ZalLHTRPzhbYpcny1zKQZmdHu3ZqOpZvflz6eEj19JlUnpMiWlUVK1sW0l1L1vZaVrJOuRHAENGUKpb29PfFnX2lu6tSp0HUdu3fvTvSmUIppbW0FAOTliS8CEiVayYHBOMlOdG27l6qqG4QyEKrKi7B45qiwsgGjTKD1RCdqdh9yZ4M6jvX839zY00ZC5fbx4fjyCtdOyBoOtOHm1Vux/+hpy9tWlRcFm+s1Nrdh5atnrzx2nb3yOGkY/unSC/HnDw7hCYkTZZ8CbFtyFX76lw9R3eB+o1YzflXB6nklwbKUULE+K2Yi35uGA234xat78Pw7Lejo6ik9KRiQjb1HTjnfeBvHTjSh29zY3Bb1mF8ccTU59GomAPRfVmMrC8z4zplbUhD16uiMR97EG/usx1SHHpcyGpvbUL6q1jKDZN2CUmza1Rq8ym7FryqoWzyjV8BCdP8CwI2/+xtefK9V+jWZ8akKApqOnK7juHHCUCz9l3LTgIrdq9Wi9xPd79H2odNtdEvke2nsXyt2j9VkYOdcx433OpWk4uuNx3lhKp0nU3IZN24cFEXB1q1bXXm8zMoRJCLPROsxEOvEPt3IpOGblQ00HGhzL6hig1vp443NbfjGs++gVmDRCoRnMQVTuXf2BFRyslTcOikf44f2w5eeapS+av7YnMmYXDAQ3/7caFeCKn5VwX3XjcXu1hNhix4FPVf2/aoC/ez//vLTO/DnDw6FpaE3NrfhpfdbLfujRAq9+rhu24FeZUCnuzV3AiouCj2eRCehhJZ8yPT/iGRV0vbILZdZ9l5RFGCWRFZLKNFJHfOeqDcdbRwpVgaI6P7VNB1/+fCw2BMKyvapaPnx53Gy7QhUVUFeXu/ts1uiIXs/JxNSkqWMJPK9/ODQSUx9yHoxna6ZoGYybRpOMk+6ikZ0BLQbZcdEyYCZKnHATBWyK1Uj8Im+0pco67YdQFV1Q9SFmuhVmaseeVM4GBFTgjJVquubsHB9vXCj0ND9YieDI5a+fhUn758VfD1O9q0CYNHZLCPjBDD0OK9uaLJ87wF7/U6Mq48A8L2a3a5mGUTlQaaKHZqm285UMcS6ei9yvNm5murGdodyMzh9srMb/ZbWuLJdoU6sqMDJtp7PVuTvld2r1bL3k9nvkcdmsmdaJvv2OSV7ruPkvU51MllpiSSTvesk6JWq58mUeMxUIaKkZ6fBoNfMAj1uBIBCr3AGdASzFQKaLn3C87DIFXQAXkTDndZiG1emRAMqowfn4pk7ekoFrK5q2TG3pCDs9Tx8y2WW6dNmdAC/nT0Zfv+53iyhTTHveHK76es2rsjpui49lcZYML3XciLhDWhlOT2evJ6IUllWCJ8KzFtbb/p5snM11c3G1fNLC7AjKPVnAAAgAElEQVR2fplrC0KZhpeijF4eJ0P+ZnyvfnDopK2r1XauctudkJIKV9QzPRM0UiZPwxHNSksk2RHQmTy1itJHenzDJJFDhw7h008/DftbZ2cnVDX+TRKJyDyl+/rxeWG9DOymeke7gmg27lXE5IKBMaeXGOUn339JvoFkLG6kj4ukY4c6eLwTk/IH2LqvlWivx+5kIsORU2eQ1793k1zRNHQRRllQ6IIJgO1gUKK4VY7g9USUTbtaLQOUsiUEbgYunn/3E8ePEcqNQFWk0ODZuy3t+PYrTcHvVZF+INH2r53SDrsTUlKljCQVFtPxkg7TcJxKxotXhkwOelHm4krfZY899hg++9nPhv23b98+HDt2LNGbRpRxYk0GmLu23nRiwLptB3CysxuaxYm2yBXOO57cLtzlXtN0nOzsxtySgl5TXozpJesWlGJX6wm4eS7tU+C4FlvmypTBOJmyc99YYtWWG5OJqsqL0NcvtxM/jtJw1+1t13Qdb949DceXV2D12dfwjWffSamAihvHU6grRlxg+76xFlSyV1Otvg8MMpM6rBifETfZnUAVTWjw7NkdB/H5R98O+14VabAKhO9fu++LnQkpXh0DXoqcNpWJUnkaTiaQmYiYrkEvyjwMqrjszjvvxN/+9rew/y6++GKcf76z2nQikmO3nKRb03H7+gah0X8yVzittjVy5ODK1/Zi8cxROL68AidWVOD48gp8YWweFqzrqVM+E6WOxO55o6LI39EIAGmaDk3T8enJTukr88bJlJvlEoumFKFu8YyY/QWMK74n778eQ87rI/zYU3/Ze0Snm9sOAJoOzPzVFmzY3tNUt6HpmDs9dgAsmlKIGyZ4X3c+a8JQV/o7GEFRJ68/1oLKztVUUW4FLkQXHKGfR6u/Ox3dawgNXjY2t+HuZ3ciINp1N0Lo/nXyvojs99BAkBvHgNm+J2/JvtcUPwx6USZirpXLhgwZgiFDhoT9LTs7G7rNEw0isseNchIje2V9fVPUpohu1AxHKx+K9rxCQSId0lNlALmeAZHlVKH9Y2QZJ1NulUssmlKIP8wXT8/f2dKOwyfPCN9e04GF6+vD9pMXPSpC34+f/3WPK4+5aEoRfj+vBP2Xud+kNNIrf/8Umqa70p/HyWfYakHlZQmBVamZaF8kqwWH3fLG0B4dTzY0ozOgCb82n6rg9rLCsF4eK1/bazugAoTvXyfvi+yEFCfPlSzTgjJVqk3DyTQyExGJ0gEzVYgo7bhdkmEsckMzVmSvcJ48093r76INEo2Td6sFpoaeUgk7V6BFMmqilVN1a7qtgEroyZQb5RJ+VcGSq0dL3Wfla3shvpTsEdARtp/cLPUI1a3pWPnqHjy30/lx3LNvRtnKqul7tjFvTpb46YIbJSuiQVGzI11kQeX11dTQUrPIMr4nF5Y5vsput7zRyLYyMrY6HpiFN79xJXyCLy/bp+LxuSVhU7Ccft+G7l+n70us/R6ZxWb3uWLt+9B9TN6Sea8pvqwy4hj0onTDoAoRpR23SzKA3kEHmZphABj6oz/3KiUSLR9a+epe4UXLtqY2bP3mDMyZXCBdpxzZ1yA0pd3t6TyRfTK+ddXFwou6SHZOzpwsBJ9saApL9XezR0WodfVNON3tbH+H7hvZYxYA5kwuwIkVFWj/SUXcauRl3ptsv4pFUwptL6i8LiEwAhehZXyrK0sxp6QQq+eV2F5wOClvjAwQq6qCycMGCk+m6ugKD5o5/b6Ntn+dvi9m+z3a/pR9LplgOHlP5r22g+Vd9jHoRZmE5T9ElHa8KMkAwst4ZKdonOrSwkp65pYUCC8cn95xEB2CV/47zgQwZsh5ePiWSXjopsugnjcQQ3/0svB9t/7jKH791v5eKe1HOs642iy1dt8RlK+qxX3XjcWu1hPBcdRmjKlHu1tPuDJS1MlCsDOgh00rmJQ/AL+ZXYw7n2qUHpkci5PHyvapmFdaELZv7Ex+2bC9Gb+fVyJ1X6c18jLvzeluDb+6tRi/n1dqayJKvEoIQid1hJaNdGs6fKoCBeg19SnWczopb4w2ycZJGUzwvh3y22K2f916X0QmpMg+V6pMC8o0bk/DYXmXOzi1ijIFgypElHa8GBsK9B79d/34POnnMK5iXjw4R7x8SKKUwljwnETPfrjwvGzhxVIfn4IZ/7Ulan8XL3RrOr67eXfM2/hUBbPGDcF9FeOCJ7JunJw5Dbxl+9ReJ919/SpGDMjG3iOnbD2mU7l9fLhtUj6+Om0kpg6/IOq+kR1R3BnQsPXjo7h8xKC41cjbWeA7WVCF9hcJDdiF7ku3ROuhZJTP+RQIjWB3o9wmss+Tk6BZ8L6vH7a8b7SR4WYLVLP3xW4gNRbR53KrlxYlN9FeZyQumUdAE7mBRzcRpSXZxaOIyCu0m3a12nqcbk3HvX96z63NCmO64BFYLHVpOpKtp3ZA01Gz+xAqS4vCMi6cnpw5DbytrT+AL2/cEXZ8ne7WEhJQ8SnAG3dPw9SLogdSQk0uGIjV80pw+/oG4ce/90/v4fW7p8c1qyNeWTGG0KupW/9xFL/ash9P7zyINduaXLtCbVU2EtCBO57cjsuG9Y/5PG6UN0YGiAFnjSWXzByFdbXvxmxW61cVbP3WdIy5sJ9wQDSeV7lFnsvOtCAuJFOLaHmXSGN3Isoc7KlCRGnJrbGhoUIXcE6vFtfuO+rWZgXFWvBY7QcFSLqAisFpjwKzmni7vVD6+JReAZVE8asK1s4vw+UjB8VcbIbugwVTinD9ePHRyrX7jqLhQM++l62Rt9uPIFHjUjdsb8aM/9qCtdvcb0Dq1gh2O71xIkXre+OkseTkgoF45JZJ8JmMZzfuW1p4Ps7L9ksHRoxAajyyPmI9l8y+d9pbiBLDrc8pEWUWhs+JKG0ZKd33PPcOXt97xNFjRS7gvGiG69TqeSWmC55YGQY+BfCrqtRY1Xiz06PAqib+vZYT0GxEkoafn4M9h200kIggOlbXzPzSAtx7zSUxr5aa7YO5kwukMq0efG0PnlhQBkDsir7TfgSJGJfq5RVqN8tG3ChvNMvwcVJyc0vxMIzNOw9/ePe45+U6iZKILCqKH5Z3EZFdDKoQUdrb8lHsrBC/quDHXxiLH/zP+8ILOK+a4Tpx02X5pv8Wa7F015UjcMUv34zjltojcxJrVRN/33Vj8f2X3odssolPAZraTstuelROAiq5WT6snV8Wc19Y7QMVEB4p/dzOFmia3qu0LFppg1v9COLZUwPwtgGp22UjTsobrTJ8nJTcTMwfgNXFl6R1U8p49Rai+GN5FxHZxfIfIkprogul9w+dkCprMK5Yek10zLBIqrnZ6Mk9nzrPuogH4yTWikjGwdKa3dILUr+q4LE5k3G6O/EZPbMnx74KLrIPZF5F5BhdJ88rU8rl9bhUg+wVatlyJrfLRuyWN8pk+DgpuYlnuU68OSmTouTG8i4isotBFSJKW7ILpUn5A6QWcHZ7csgQHasrk2oeuuBpbG7DHU9ud7CF8SN6EisSSJOp+snNOhdcqyofLnzS3devYtGUQsf9LyJFuwoe2bvEycjdaNzc93b6EXi9SLdzhVqGTBBW9LMcq7/NhoVlwgFikhe67/v6w0+l/aqCl95vtd0DihLHi88pEWUG5qwRUdqym8orOl3Gqu9DNH5VwRUjLkDtPmc9XiIf026quduLby+JnMRqmo6ntje7+rwtP/w8+udkBf9/0Z4Kc0sKsLqyFL/XdFz/u7/hpd2HHG9L5FXwaL1Lbp00DBu2izVUVRUIlUCJ7vtk6UegabpU+YmdMc6yvCgbiVWqM6ekMK3LcBJtcsFAfGFsHp7YFv5dcLpb4+jdFMbyLiKyg5kqRJS2ZFN5s32q9KQSs6vFN04cihsn5EW9UvzwLZe5luHiJNVcdoKRaCmSF0RPYv9Q97Gr5Tm5fXy9Amyyk2mqG5ocB1RystRemQbV9U0oX1WLNXXhk2rWbjuAM4IpTpoO+FyasuN1toeIxuY2VFU3oP+yGvRbWoP+y2pQJVBuFI8r1F6WjZhl8qRzGU6iGaVuZh81p1PLKDFY3kVEdjBThYjSlsykhmH9szHw+y/1XO3P8uHW4mH496vFJ5WYXS02u2Ium+ESzejBuXjmjnLbJ3eyE4wemzPZdJSwong3kln0JLaxuQ1f3rjD1eeOtoCWmUxjLPKdWFBWiDWVpWHbYdW7RFRuHx9+c1sx7nhyu+MpO/HI9ojFaYPceFyhjnfzXfKOl42NKbH4OSUiWQyqEFHaamxuw5GOM0K3DR2R29HVc7X/ifoDWFExDt+59lKhx4hWNmRWSmSctP3sLx9ifYO9cpWD7Z2YlD/A1n0B+UVwVflwlBUN7HWiedukYXiqsdn1Bq65WT7Mnix+EutFKdM3r7o46t9FT7pXvrZXuC9ONH5Vwbc/N7pXYMet1zq7eBgWTCnCZcP6n3stHT3HxpzyIqkFRCLHzboxDjleY5ydTNeh5JBMpW7kDX5OiUgGgypElJaiXbWWpevAdzfvBgDhwIooTdNxyeDz8Id5pXj+nU/QYaMUoqMrgNvX1+P/XnOJ6UIvVm8JO4vgaCeap7oCWLPN+jFkRfYyiUW2lEnUmAv7mf6b1Um3020yW8S79VpDsy5CX8v+poPIyfIhP3+o9GMmqh+BW1kD8bxCLdq7iZIPR+9mDn5OiUgEvyWIKKWINKAULY0oGtgXB9pOWz7n0s27UTE+z5UFVbTGovkDsrH3sL2xxtUNzdjYeLBXacO7Le349Zb92LS/81xGSfEwLIlYGNpdBIeeaMpkvIiK1sskFtlSJtFtEClRMTvptrtN2T4V80oLTBfxbr3W38wu7vX4ThcQ8cr2COV21gCvUJOVRJe6ERFRcmGjWiJKCTINKEVLI1qOdwo9tw5g5at7ZDe5F7PGonYDKobIhojV9U34/KNvY2Njc9jzrKk7gPJVtaiuPzcZxo2mfDJNPkcPzhW6nWx5iExTYlFOS1TsblNXQIuZFeHGa+3rV1FVPtzRY5iJNerXi5G+XjXIZZNXMsPRu0REFIpBFSJKembBiGhBApmr1jKlQRt3HJSaChTJrcaiZozShnMTKWL3lggNRrmxCBadiLNi1jipyTmhNE03nc4ks8gR4VcVfHPGKOlpUG5skwbgn//77agBQyNT69ZJzl7r3JICTxd6RrbH8eUVOLGiAseXV2C1RxMzZKd8MWuA3CA7BYyIiNIXy3+IKKnJNqD0ogwEAE51aY7q4kWzZ0YPzg1rmitj446D0HTdVm8JpyUPomUfc0oKEdAgVR4SrWTKbimTCL+q4IoRF2D6f70Z8/lE2N2m1hNnUPbg63hiQRkqywp77YO+ftX2xKV4LvTi0Y8gkQ1yKXMlotSNiIiSEzNViCipyTSgBOSuWvsU8cWVkyvcMtkzB4934vayAlvP03EmINVbwizjI7LkIVaGSCjRjBeZzBiZLKX3Wk5AE4gyGM+1YWFZr224atQg6LqO2n1HLJ9PhFV5VSwaeoJPD7zy91774HS3Zjugko4LPdmsAdFjmiiWeJe6ERFRclLa29t5RuGxqVOnQtd17N69O9GbQimmtbUVAJCXl5fgLUkMTdPRf1mNcDPA48sroKoKqqobhK5a3zghDy/uahVanFaVF8WcGhLLyc5u9FtaI3z7t+6ZhhmPbJHObsjN8p2bItRx7Owfzze9/YkVFTGzCEQzRKIRaShsdbvG5jaUr6q1bKJbt3gGAFjeVgXw5j3TMHX4Bb2DRme6sfNgO2b+6i2h55MNSjQ2t2Hlq3uwZptcUAYAFPT09Yn179l+Fae7teCkmlnj87B5V6utCTap+r0Ta+KXEUyakN/P9jFNsaXqceMW0e886i3Tjx2yj8cO2TVu3DgoioKtW7e68ngs/yGipGV3bKXoRJv7KsbhypGDgmOTY9029Aq37Imz7KSIqcMviJlWbua24mF4eudB4X32/DstWDClKOq/RVugGhkb6+ubek0biiRa9hHrdjJZSjqse+RoAB7dsh+XVw4K/i0ycGRFZCxvNJMLBuIP88twJqDjye3NUve1OgJ0AHMmD8Ovbi0OOy7nlBQKlXOly2LQahzyey0negXeZI5polg4epeIKHPx25+IkpbdsZUyte7G1emlm3dHXbwatwWAquoGW1e47fR8CF0gbtjejNPdWsz7+VUFS64eBSgQeh4AuOPJ7bhsWP9e2y/bx8ZNxgI/26eKlzI1HoRuGXo4e9uQkbqxMhtEH0PWvdeMlg6qiHh6Zwt+P6+01zbFWuiZZSLdMbE/JuYPcH0b48GsN1Aij2kiIiJKb+ypQkRJy8nYSpla9+9ceyka/v0qLJpSiJwstddtAQj39TCzZOYo+CzW4JENRI0F4sn7Z+HxuZNN7+9XFfxmdjEm5Q8Q6i1hCO1FY2hsbsMtq+uk+ti4IXJk9oDviZV9AUBHVwCnumIHnYK3PZvR5GQak8xY3kilhedjxsWDrG8oSXabYvWq+fyjb+NZk4BWqvQiiewNJNubiYiIiEgUe6rEAXuqkF2sFZXrq2F2hVmmvCHytm48P9CziF24vh4Bk4dRFeCJ+WUxyw8am9vCShv6+lUUDuyLprbTON2tISdLxW3FwzAurx+WPfO3njvF6KkChPeisdrGWPd1wm7GSHA7snzQoQsFVoxt/uKG7cIZPdHUL74KpUX2MhpEjilZMu+F5fN3HINPUbDtezcGj2kn/XUSzW5vJpLD3yuyi8cO2cVjh+xyu6dKRmeqvPnmm1i4cCHGjh2LwYMHY8SIEfjXf/1XPP/884neNCI6y2p6isg0k2gTbURv68YVbiMrIlawQlUUTMjvF/N5jMyV48sr8PjcyegKaNhzuCNYGnSqS8PabU1YVvN+zMcJFZm5IRpQCb2vE04yRgyzJw/D7MliE5Nmn818Ei0tMvNQrf2MBpmJQKIDqmRGBYsc0wH93DEtM4EpGdnpzeSWVMnsISIiIvsyNqjyy1/+EhUVFfjjH/+IgwcPoqurC0ePHsVf//pXLFq0CHfeeSc0TSydnIi8Fe+xlcZCqLtbczyiGHC/9GBnSzu+vHGHVADEjNGLRmQbze4rI3KRaed5QxklUzIjdWUW2WZivd8ijGP6qlHmpUB+VcGKinFSo4KtyIz33rjjIBqajgn1ImlsbhN6zESQGbPuZHR6qMhytv7LalCV5PuJiIiI7MnIRrX/+7//ix/84AcAgLlz5+Lee+/FRRddhP379+O///u/8dvf/hYbNmzApZdeinvvvTfBW0tEgHkDSjdFljjkZKnSvToim4LKLmJFGqA6DUSEcpK5IZMdEa185NZJ+djYaD9jJDJLSbQ5sabpwg2QzZi93zImFwzEa1+fhoamY/jFX/fguXdacKpL6zX+eMQFuUKvS4Rs1sbP/7pHOCBod+S41+w0inbC6eQsIiIiSi0ZGVT59a9/DU3TcPXVV+Oxxx4L/n3MmDF48MEHUVhYiB/96Ed46KGH8K1vfQt9+vRJ4NYSUSi3xlZG9k6JthASDagA5le47Y6FjrXdTktXDE4yN2SyI8wWmWu3yZWN5Gb50NEV6BV0MFiN1DVuK7PINt0WlzIagJ7mtetun2La+0f0dYnIyfIF96OV3Cwfnn+nRehxnUxEigfRMeuix7SZdJ8ylC7jt4mIiNyUkUGVV199FQBQVVUV9d+/9rWv4f7778fx48exY8cOlJeXx3HriMhL0TImrrlkMGp2tToqpzG7wm13LLQZN0pXAGeZGzLZEW70TAF69k3bfdehM6DFXNCJZjSJLLJjcSOjIVKsgKEbmVrGsd8ZEAsW3nTZUKxvEBv/7Ebmjpdkxqw7IVPql6yZPdGkcqNiIiIir2VcT5X29nZ8+umnAIDx48dHvU3fvn0xYMAAAMDJkyfjtm1E5C2zhpsvvucsoGJc4Y7WlNLJWOhocrJ8wbHPohaUFcbsRaOqCq65ZLDQY40enCvVx8atUqXZxcPg96u2Gw5HkmkWG8mNjAa7ZJouhwo99gOC78fGxoPwCT6Pm5k7kdxq9up1bybZUr9UaV6b6o2KiYiIvJacl5Q8lJWVhccffxwAMGLEiKi3aW5uxqFDh2LeBugZlSxi7969GD58eHDsF5Eo4zhMZ/FKJ3+3pR0Lf/s2Arq7CxmfouD/XnMJlr9Qhxff+yT4Wm6YMBRfvXIEJuYPwB0T+2NdbVvM5/YpCqomjhf6nrh+RLb14u1UO4CeIMwvri3EL64tjNjPncHnenbHQdRs+ztgsW9UBXjshvEY5u8U2k5N07HxrV2Aw2kqMvtGxrVFWfjzwnF4dMt+/CnkvSseNgB1Hx+L+n75FAUP3zJJeB8kA+lj/+yx0yXxHDdcWoBPP3X3++rdlnb8est+08+VHcP8wM+uLcQDnysw/TzYdbKzGx3HDgvdtqMD2N90MGkzewxWx043gIW//Svy77oceb7O+G4cpY1MONchb/DYIbu6u7uRlZXl2uMl96+5B3JycnDbbbfFvM33v/99AMBll12GkSNHxmGriDKPFwumWH69Zb8rAZUcvw+nunu298YJQ3Hphefhgb98GPbYp7oC2NjYjGd3HMQjt0zCLcXD8Mgtk3D3sztNF+qP3DJJ+HV/bdpI4SviN04YGgxWRVvAvdvSbrpdoVQF+K9biqXem1NdzsfTyu4bWRPzB+DhWybhoZsuC1tkv9vS3ivYcuOEobjLo+PTS24d+2ZUBbjrSvMLEHY8u+Ngr+My2ufKLrd6M4XqySLzCR3zxm2jSaa+JSLHTkDX8eiW/fjBjPw4bRUREVFyybigSizt7e1YvHgxNm7cCFVV8cMf/jDm7bdu3Sr0uFOnToWu68jLy3NjMykDpdux09O4dHdPWUhWfyALOAVg49878Nye3a5Px9A0HZv2dwK55zt6nMi+Hjtb2lG+qhaBnOg9BQIAvvE/H+OKCSNx1z9NxhUTRrrSbDQvLw/336bju5t3x7ydT1Gw9F/KkZdn/tjffqXJdPtDXT9xKO76p8nC2wj07Pfc8wfb6gFjd9+4JS8vD58rviSpFrh2ODr2Be8zfdQgfK74EvnHN9HY3IZv/M/HQp+rZOvnMfuK8UINkOeUFyE/f2jY35Ktb4nMsfPi/k48dNOFUFUl7X6vKH547JBdPHZIlt/vbhiEQRUAmqbhiSeewI9//GO0trZCVVX87Gc/wxe+8IVEbxpR2vF6Oka0RbBbzV2Nvh5+f09PE9mmlG6Ohf7OtZcCAJbW7I5atWNkeMTahzI9IF75+6fQNF1qe+1O2cnN6gleGfs5kbzIaIjGq+CNW8d+LHUH2qSPjVhSudmr3SlDyTiG2e3JZUREROkq8WesCVZfX4+rr74ad999N1pbWzFy5Ehs2rQJX/7ylxO9aURpSWbBJKOxuQ1V1Q3ov6wG/ZbWoP+yGlRVN6CxuS04gceJyIWQk6aUsZqNyjTl/M61l6JhyVVYNKUIuVnhjTdfvutyy/IIO4sm2e1cMnOUdDPYjq6A8ISaVBfruHWDG8e+lchjw4lUb/Zq1QA52pQh0UCzW8eEKJljx8tGxURERMkupS8pPP/881i0aJHQbS+66CK88847YX/7+c9/jhUrViAQCGDAgAFYsmQJvva1r6Fv375ebC5RxpNdMD0+t0To6rfIVV47GROGaAsht6/i2k39n1wwEH+YX4rfzwvPfhFpumln3LPsdhqLzIXr64UnLGXKAi0e2Ql2s4VkuPl+pUN2RGVZISbk9xMu9UvWzByZY8eLEeNERESpIrnORCT1798fl156qdBtCwoKwv7/xYsX43e/+x0A4Oabb8aDDz6ICy+80PVtJKJzvFgwiV7lXbegVCgtv2LcELzy4WHLhZCdgIQZNxbXdspUZBdNG7Y329rOCfn9UDE+D5vea4VIXCUTFmhel8GFEilJccLN98vNz1UiiZb6eRVodotcOROn/xARUWZK6aDKtddei23btknfb926dfjd734HRVHw05/+FHfddZcHW0dEkbxYMIle5d28qxVrKktNF7JGNkplWaFQfwu3ruLGc3EdzfXj87C27kDMYIdfVTBrfB4WrJPfzmgBo1ii9ZtIR/HMTjCyhWTeB1Fuv1/plh1hFexM9swcq2MnNIsvVUaMExERuS0je6r89Kc/BQDcc889DKgQxZGxYBIhsmCSvco7t6QAdYtnoKq8KNgrwOhBUrd4RjDLIlbPk1Ai/UKsFp1e9ZgRUV3fhAXrGiwDKmsqS7FpV6v0dloFjMyeKx6TTmR613jx3PHuG1JZVtjr2PepCnwOYhJevV9ufK5SRSr0LYl27ET73iQiIspUKZ2pYse7776Ljz76CADw9a9/PbEbQ5SB7E7HiMbOVV43J/CIZACoSk/gJFrPkUSm/osEPBQFWLegFLcVF+DfNjZKb6dIwAjoeb8XlBVKjU+2Oy0nGcbWJio7Idqxb2xPtk9F3YFj+PWW/dj49nGc6jpX/jZrfB4272p1PApcZjtFsyNSXapk5rj5vUlERJRuMi6osn379uD/HjNmjOXt33jjDRQXF3u5SUQZxc0Fk0w5UU6WimzfueQ8t0blhjalfLKhudfUmjMB3bTnSCJT/0UCHroObN7ViuvHD5Xezpwsn3DAKMunCAeMnARFkmVsbaL7hkQe+8b/vnzkIFw+chB+ek0BTnUFMKLw3CJ+TklhXBfUss1eU5mbgWavxWvEOBERUSrJuPKfpqamRG8CUcZzK51cppzoVJeGgd9/ydVxtYbJBQOxeOYodGvmY4CjjUVNVOq/bIZMtk+V3k6ZgNGpLk1oJG91fRPKV9ViTd2B4GMbQZHyVbWorjf/fk+msbVul8G5zaz8TbQszi1GdsTx5RU4saICx5dXYHWaZKiEsjOGmYiIiJJHxgVV7r33XrS3twv/xywVIm+4tWAS6b9gCF2Ar9t2wFFPjcieHCtf2xYutmEAACAASURBVGs5Mjiy50iiFteyGTKdAU16O90OGDkNiiSyd000mdQ3xKl4B3MSgX1LiIiIUlfGBVWIKLk4XTBZXeWNplvTcfv6BvRbWoP+y2qkslcam9tQVd2A/stqgvdftL4BT21vFrp/ZONRp4trOw1X7QQ8ZLfT7YCRk6BIIhrDWmF2AkXKlMwcIiKidMOgChGlvGhXeUWJlo8A5uUna7cdwOlu89KfyOcLLXWxu7iOFtwRDQ7ZCXjY2U63sjGcBkXs9K6JB2YnUDSZkJlDRESUTthtjIjSgnGV97ezJ2Pg915Ch+TC2CgfmZDfL+qVYdnxwGailbrINuUUabh6bVFWzO2w0xxTdjvdakrstKFvohvDxsKpKkRERESpjUEVIkorp7oD0gEVg1E+srqytNe/iY4HtjL7bIbIyc7usAW06OJatLfInxeOw8T8AabbYTfgIRsEcGOKi9OgyM6WduT3z8bewx2W90/U2FpOVSEiIiJKTTyDI6K0YIza3dgo1tvEzMYdB8PG+xo9S55uFCs/icWnAIc7zqD/shrTccBWi2vR3iKPbtmPh2+ZFPN2TgIeMkEAp9kYRrnSmroDlreNDIpEy+oxw8awRERERCSLQRUiSnkyC2crRvnIh4dPYuVre/H02WCDU8Y6/8X3WsOeK7Rkx6qHhkxvkT+99wkeuukyy9tFBjyyfSo6A5pQCYym6VJBEifZGHbKlWRKtuLVGFZ2nxERERFRcmNQhYhSmlu9Tgy5WT48/04L7nhyu63H7OtXMWfyMDy9syWY+XHtJYNRs/uQZcmOWT8Xg0xvkVNdcg1Xd7a0hwWRomXRGIysIJHbusVOuZJoydbowbl45o5yTwMqidhnREREROQ9BlWIKKW51evEcO2lF9oOqADA3JICrK4sxe9DMhK+uMH68bo1HT/7y4dYO7/MNINBprdITpZ4w1WRxrdGFo3Mbd0mU64kk9Vz8HgnJsXoP+NUIvcZEREREXmLQRUiSlkyC2cRigLo0G0HVELLT4xSF5ltXN/QjOff+QS3TY6ewSDTW+TGCUOFyktEG99OyO8HAMK39TJjRaQ/i9OJQW6R2b/MWCEiIiJKPWqiN4CIyC6ZhbOI5RVj8ZcPD9u6r1lPDtlt7OjqyWAoX1WL6vqmXv++ZOYo+C2CJX5VwV1XjhB6PtHGt6te2yt1WzcZzYK1kOc2glZmE5K++sxO4cf3coxyovYZEREREcUHgypElLKMchgR2T4VPpNYhALg/lnjcM/0UdJBmtw+PlSVF6Fu8YyoJRw5WT709ct/1RoZDI3NbWF/N3qLmAVWjOBOrHHKBpksmo2NB4UnK23ccTAsAGJXY3Mbqqob0H9ZDfotrUH/ZTWoirJPQlXXN6F8VS3WbrPO5jF4NUZZav+6tM+IiIiIKL5Y/kNEKUumHGZeaQEWzxwV1o8jJ0vF7OJhWHL1aEwuGAhN0yV6lqj45Ef/jPP6RM+WMGzY3ozOgCb1ugxGBsPqytKwv4v0FmltbTV51HOkSmQkmt66UU5jpw+JnabFXo5RTpYSJCIiIiLyDs/eiCilyYzaterHIROkmTO5AP37ZsW8jbHI1x0kIGzccRCPzy3pFbgR7S0Si0zj29wsH3ToONVlHSByWk5jtw+JbNNir8coS+1fD0uQiIiIiMg7LP8hopQmWg4TunCO1Y9DtGeJSHaDG5OJjAwGM7FeixUjiCRi9uRhmD25QOy2Dstp7PQhkW1avGhKoWnJlluk9q9HJUhERERE5C0GVYhIWrTGoYlUWdazQK4qLwr2WLHqdWLGTpAmGrcmE3mdwfCtGeJBJDcDTmbs9iGRbQj8q1uL4zJtJx77jIiIiIgSh+U/RCSssbkNK1/bi6dD+njcVhx9/G+8uVEOYxDpWWLFrclEXmUwhL6XVqVToUGkNZWlpqU5bpTT2O1DIlNqk+1T41ZqYwTpvNxnRERERJQ4DKoQkZB12w7gjie3SzUOTQSjHMYpp0EamUW+Ga8yGKI1gY1kFkRyEnDSNN1yX9rtQyLTD+dMQENjcztKi+ITyHAjSEdEREREyYlBFSKKqbG5Dd+r2Y0X3zOfJmPWODQd2A3SyCzyo/Eqg0FkQo5PAd64+0qUFp4f9d9lA04yGU4y+y0yi2fJzFFYu+2AZWNgHcBnHqrFgrLCuGVZuZlJRURERETJgz1ViMhUdX0TylfVxgyoGCIbh5JYPw2fAtw4cajjXjCiRJrABnTgodf39fp7ZC8dkSa5xjG0pu5AMPvEyHAqX1WL6vqmXvex24dkYl5/y/sZApoecxu84qSxMBERERElH2aqEFFUIhkNkczG/2Yq0X4alWWFQqUx0cjcT7YJrPFe2u2lY3c0smwfkuD2NR5EV0CueXI6Z1kRERERkfcYVCGiqOyMAw5tHEo9RPtpyJYZ2Ql02GkC+8K7n/QKboj20pEZjby6sjTstb30fiv8qhJ2/75+FXNLCsL2m0h/GCvRtoGIiIiISARXPkTUi91xwF6P/01VbvfTiBZIiAx0XFuU1et+sk1gPzh00lamCWA/KyZWkKQroOELY/PCMlScBlSibQMRERERkSj2VCGiXuyOA/Zq/G+6cKOfhmhJTd0/jgZ7n4Q+/23Fw4SeZ3bxMPxnrXimSSQ7WTFWry2gA4uqG9DY3AbAXjaV1TYQEREREclgUMVlhw4dwq5du8L+6+zsRHd3d6I3jUiYkdEgw6vxvxROtKTm+t9txagVr6AqJAgBiDeB/eZVF0tlmkQGcGSOISPDSaZcyG42ldU2EBERERHJYFDFZY899hg++9nPhv23b98+HDt2LNGbRiRMJqMB8G78L4WTDSSc6uo9ZcdoAmsWWDHeyzEX9pPONAklmxUDQCqIc7Kz21Y2VaxtcDPLKnJSEhERERGlJ/ZUcdmdd96Jm2++Oexv8+bNg6oyfkWpZcnMUVhf32SZOXDjxKG477qxDKjEgd2yrMjeJyLNczVNl+q/Ei3LQ+QYMjKcZMuFoEB4+6y4mWVld1ISEREREaUmBlVcNmTIEAwZMiTsb9nZ2dB1Xq2k1GI11tanAH+oLMWCKUUJ2LrMJNNoNlLkhBur5rlGpsmaugOWj22W5SEzGlk2iHNeH7/w9l01ahC2fHRUaDyzEyINhM0mJRERERFRamL6BBGZqiwrRN3iGagqLwr2x8jt40NVeRG2LbmKARUXiZSLyJZlRYrW+yRW81zR/iuxsjxiHUN1i2cEgwyy5UKqqghv3y9vvkxoG5wQbSAc2t+GiIiIiFKf0t7ezhQKj02dOhW6rmP37t2J3hRKMa2trQCAvLy8BG9Jz6LfjXHAFE62XKSxuQ3lq2qtp950nO3jlHt+2J9PrKjAedniSYqxRhwbWR6iQQmrY0jktflVBXWLZwT3jez2eXUcV1U3CGXNVJUXBbOFklUyfe9Q6uBxQ3bx2CG7eOyQXePGjYOiKNi6dasrj8dMFSIS4sY4YApXXd+E8lW1WFN3IFj2YpSLhDaXDWXVaDYWOxNuRDNNRFgdQ6JNdEODTbLb58VxLNNAOFq2EFlj418iIiJKVuypQkSUAKLlIkZz2VDRGs2KsDvhxqr/iptEmugmcvuikW2ye6orIJUtlMnY+JeIiIiSHc/qiIgSYOVrey1LeCKby4YKDSRs/fgopj/8JgIxHs6NCTdGlofX7AZJ4rV9kWQaCNvJFspUbPxLREREqYDlP0REceZGuYhRDgEAl48YhLXzy6TKZlJBPEvORMtLot3OTpNdL6RTiQwb/xIREVGqYKYKEZGHojVGdVIuEqscom7xjHNlMx09GRRzyotMy2ZIvLzE6nZLZo7C+vomyya7TrOFnLyGVOI0k4uIiIgoXjj9Jw44/YfsctrVnBN7EifWQndS/gD0X1YjXC5yfHkFVFURnnSjaTr2Nx1ETpYP+flDvXh5aUF0f7p9u0S8BhmJnqagabqtzwclVqKPG0pdPHbILh47ZJfb03+YqUKUhtLxynUqEekFcVvxMKERvEa5iGxjWzZCjU10f/pUCO93O0124/EaojU7TmZs/EtERESphD1ViNKMnTG95B7Rhe714/MsxyKHlovIlEOQNdH9uXTzbqn9bjTZPb68AidWVOD48gqs9qifTboeE0bjXxFs/EtERESJxqAKURphc8fEE13obt7VijWVpULNZd1obEvnyOzPPYc7hG4Xud+9brKbzsdEsjT+JSIiIhLBoApRGonnletknzSSiO2TXejOLSlA3eIZqCovCl6Zz+3jQ1V5EeoWzwj2wrBTDkHmZPanqHjv93Q/JpbMHCWVyUVERESUKCxCJkoTsgv6x+eW2LrCm+z9WuKxfWYNgO0sdI1ykcfnlpg2FTbKIUQbd+Zk+XBS7iUJSZfGxzL7U1S8y1DsHBOpZHLBQKypLLVswpsM3zlERESU2RhUIUoT8WjuKNKA1e3pJsm0fVYBGycLXaNcJBqjHEKmsa2bnASqkjEQI7M/Rw/OFSoBincZSqKPiXiId+NfIiIiIjtY/kOUJrxu7pjs/Vq83j6RBsBe9oJIVDmE3cbHjc1tqKpuQP9lNei3tAb9l9WgKon6+YjuzxWzxiVtGUomlMjEs/EvERERkR0MqhClCa+bOyb7pBEvt08mYOPVQtcohxBpbOsWu4GqVJhAJbo/55QUxn2/i0rEMZEoXjf+JSIiIrKLQRWiNOLVgj7ZJ414vX0yARurha5PAX4zuxiT8gdIbQPQUw4h0tjWLXYCVcme0RRKdH/Ge7978RqIiIiIyBtKe3t7co7uSCNTp06FruvYvXt3ojeFUkxraysAIC8vT/g+0fqKGIwr17ILrZOd3ei3tEb49idWVEj3a3HCy+3TNB39l9UI90k5vrwCqqqgsbktrBdEX7+KwoF90dR2Gqe7NccNdK16ldg5diIf387rrqpuEOrzUVVehNWVpba2zQuivV+SsUeMwa1tc3rsUGbicUN28dghu3jskF3jxo2DoijYunWrK4/HTBWiNOPFlWuv+7U45eX22R1dG9oL4vG5k9Gt6dhzuAOnu7XgbZ2Uw3hdDmHndSd7RlMsovszmctQknnbiIiIiNIVp/8QpSGRMb0ykn3SiJfb53R07c6Wdnx54w7LcpgJ+f2SqveFndcdjwlURERERETJhJkqRGnMzSvXyT5p5FtXXQyfxcu0s31OGwAne4NfM3Zed7JnNBERERERuY1BFSISkqyTRozRvdMf2YJAjNiFk+2zG1BK1nIYTdNxsrPb8vlkX7fXE6iIiIiIiJIN866JSFhlWSEm5PcLa8Ca28eH2cXDsNhmw1UnYjXlNbixfUZAyaoBcOTjJ1s5TGNzG1a+thdPh7x3sZrl2nndS2aOwvr6ppjvSSIympK5wSwRERERpS4GVYhIitv9WuyyGt0L9Cze3/j6NJQWOQ/22Ako5WT54FcVy/IfY1u9LIeJFoAymuWur28ynQol+7rtBqC8IhtIIiIiIiKSwaAKUQZx82q90a8lUUR7lTxUu9e10b12AkqiBT1eFv5YBaCsmuXKvu5kyWiyG0giIiIiIhLFoApRBki3q/WyvUoen1viajaNaEDpVFcAAcE+KYGzAS8vAlUyzXJjBaBkAmmJzmhyGkgiIiIiIhLBRrVEaa66vgnlq2qxpu5AsL+HcbW+fFUtquubEryF8uz0KkmEZJiGk+hmuW5OoJKRqlOXiIiIiCi1MKhClMZEr9Y3NrfFecucSYZghYhkmIaTzAEo0SlEdh43GacuEREREVH6YVCFKI2l69X6ZAhWiLI7jtkt2T4VOVliX/XxCkAZY7D7L6tBv6U16L+sBlUuBveSOZBEREREROmFQRWiNJXuV+sTHawQZUzDMdtWr6bhvNvSjruf3YmB338Jp7o0ofvEIwAVj3K0VMlkIiIiIqLUx6AKUZpK96v1iQpW2FFZVoi6xTNQVV4UXOzn9vGhqrwIdYtnuD6Bprq+CZ9/9G1sbGwWPgbiEYCKVzlaKmUyEREREVFq4/QfojRlXK0XWVSn6tX6ZBndKyJe03CMwEVAF888ilcAyq0pRCKWzByF9fVNMZ8vGTKZiIiIiCi1MajiskOHDuHTTz8N+1tnZydUlUlBFF/G1fo1dQcsb5vKV+sTPbpXlsxYYjtEAheGeAag4j0G28hkMsuMSaZMJiIiIiJKXQyquOyxxx7DAw880OvvgwcPTsDWUKbLlKv1mqanREDFazKBCwB4/etXYErRBR5u0Tl2ytGcBp9SKZOJiIiIiFITgyouu/POO3HzzTeH/W3evHnMVKGESPer9Y3NbVj52l48HbJgvq14GJZk6IJZJnABACtf3Yt1t0/xcIvOSVQ5WqplMhERERFRamFQxWVDhgzBkCFDwv6WnZ0NXaK/AZGb0vVqfXV9U69gkTFFZn19E9ZUlrreADbZ5WT5kJvlQ4dg0+Hn3mmBpulxCTIkuhzN67IrIiIiIspMPMMkygDpdrVedIrMhPx+KRs0skNVFdx0WT7WN4iNJT7VpblSZiMqU8rRiIiIiChzsCaFKIMYV+tTOaACyE2RyTT/39WjhW8b76lPqTQGm4iIiIhIBIMqRJRSZKfIaIKTcNJFadFAzLh4kNBtEzH1qbKsEHWLZ6CqvAi5fXoCOrl9fKgqL0Ld4hkZV7JFRERERKmN5T9ElFISMUUm1Tx8y2Uoe28vYsWTEllmk27laERERESUuZipQkQpxZgiIyLe5S3JYnLBQPzXLcXwKcldZpMu5WhERERElLkYVCGilGJMkRGRiPKWZHFL8TC8fNflLLMhIiIiIvJQZuXEE1Fa4BQZMRPzB2B18SUssyEiIiIi8ggzVYgo5XCKjJxkLrPRNB0nO7szrqEwEREREaUHZqoQUUqqLCvEhPx+WPXaXmzccRAdZwLI7ePD7OJhWDxzFAMqSa6xuQ0rX9uLp0Peu9uKh2EJ3zsiIiIiSiEMqhBRyuIUmdRUXd+ERdUNYeVbHWcCWFN3AOvrm7CmspQ9X4iIiIgoJbD8h4hSXjKXt1C4xua2XgGVUN2ajkXVDWhsbovzlhERERERyWNQhYiEsPcFuWHla3tjNhgGegIrq17bG6ctIiIiIiKyj+U/RBQTe1+QWzRNx9M7DgrdduOOg3h8bgmzj4iIiIgoqTFThYhMVdc3oXxVLdbUHUDHmQCAc70vylfVorq+KaHbx+yZ1HKqKxA8jqx0nAngVJfYbYmIiIiIEoWZKkQUlWjviwn5/eKescLsmdSUk+VDbh+fUGAlt48POVm+OGwVEREREZF9zFQhoqiSsfeFpun4/dZ/YMrK15M2eybe3MzW8TrzR1UV3FY8TOi2s4uHsfSHiIiIiJIeM1WIqJdk631hZKY8tb0Zp7s109slMnsm3tzM1oln5s+SmaOwvr4pZsDOrypYPHOUq89LREREROQFZqoQUS/J1PsitK9LrICKIRMmx7jZ6ybefXMmFwzEmspS+E2CcH5VwZrK0rQPihERERFRemBQhYh6MXpfiPCy94VVXxczG3ccTNvmtaK9bt5taXftsRqb2xxtc6TKskLULZ6BqvKi4HGW28eHqvIi1C2egcqyQlefj4iIiIjIKwyqEFEvydL7QqSvSzTpMDnGrL+JaK+bR7fst3yORPbNmVwwEKsrS3F8eQVOrKjA8eUVWM0MFSIiIiJKMQyqEFFUS2aOMi3RMHjZ+0Kmr0ukVJ4c09jchqrqBvRfVoN+S2vQf1kNqs5mi8jskz+990nMbB3ZvjleNq89L9vPprRERERElJIYVCGiqBLd+0Kmr0ukVJ0cY9Xf5A91Hwvvk1NdsbN1kqlvDhERERFRquL0HyIyVVlWiAn5/bDqtb3YGDIZZnbxMCz2YDJMKKOvi2xgJVUnx4j0N/nyxh3o61eFGvbmZMXO1pHZv6mc+UNERERE5CUGVYgoJqP3xeNzS3CqK4CcLF9cskCMvi5r6g4I3yeVJ8eI9jcZcUEO9hzusHy8GycMjfk+yezfVM38ISIiIiLyGst/iEhIInpfiPR1AYC+fjWlJ8fI9DdpajsNn8Uu8asK7rpyhOVjJbpvDhERERFRqmNQhYiSlkhfl8fnTsbJ+2el9OQYmf4mp/9fe/ceHFV9/3/8tbu5mBASYwRCuNn0CypKQiBShMaoqAyFXpCLpA6gOLGgVBraWmtt62i11MrNDjUtSiEYU0qswK9WaKVtBLxAEgw3HdEgMRdNAGUxCUl2z/7+oBtJSWBzSPbsZp+PGWYk+2HPe5OPsHnl/Xkfl6HVM1MvOOvmmsTYCz6X1XNzAAAAgGDH8R8AAc3KuS7+0tn5JnPTB2nUwLjzfk5qa2t9unYofH4BAACA7kKoAiDgWTXXxV/MzDcZkRirVbeP0HMzUtXkNi7qc9LTP78AAABAdyFUARA0vHNdeqLFmcl6sbTqvMNqw+w2fePqvppbsFeFZ3WVTE/pr8Vd0FXSkz+/AAAAQHdgpgpgMcPwqL7JJeMCd35Bz+bLfJP51w/Rnfl7lVdc2XpUqKHZrbziSqUv36GC0ip/lgwAAACEPH4kCVikrPqklhWVd0vHAYLT+eabfOPqvrozf2+HnSwuw6M5BXs1PDGG/QMAAAD4CaEKYIGC0irNKWj7DbK34+DF0irlZaUF5a2BcfE6mm8yt6DjQMXLZXi0vKhca7PS/FQtAAAAENoIVbpYXV2djh071uZjTU1Nsts5aYUzyqpPnhOonO3sjoP+/B8ass6eb2IYHhXuq/Hpz23cV6M1d4zsztIAAAAA/BffsnWx1atXa8mSJed8PCEhwYJqEIiWFZX73HHw1AS6VSA1trh9ut2ydKbjqbHFt7UAAAAALg6hShfLzs7W1KlT23xs1qxZdKpAUuc7DpbclMStbaGocIeiIxw+BSvREQ5FhTtU74e6AAAAgFBHqNLF+vTpoz59+rT5WGRkpDwe7uwCcx0H3OIWdrtN01P6K6+48oJrZ6T0J4gDAAAA/IT2CcCPvB0HvvB2HACStDgzucPbLXuF2W3KyUz2U0UAAAAACFUAP/J2HPiCjgOcLTUpTnlZaR0GK2F2m/Ky0ridMgAAAOBHhCqAn9FxALOyRg1QcU6G5qYPbO14io5waG76QBXnZHAbbgAAAMDPGNYA+Jm346Cj2yqf3XFQW1trQYUIZKlJcVqblaY1d4xUY4tbUeEOOpoAAAAAixCqABbIGjVAwxNjtLyoXBv31aih2a3oCIdmpPRXTmYyRzhwQXa7jSHGAAAAgMV4Rw5YhI6DnsEwPHz9AAAAgBBFqAJYjI6D4FRWfVLLispVeFan0fSU/lpMpxEAAAAQMvhODgA6qaC06pyZOA3NbuUVV+rF0irlZaUxNBYAAAAIAdz9BwA6oaz6ZIdDhiXJZXg0p2CvyqpP+rmyM0eR6ptcMjqoDQAAAEDXolMFADphWVF5h4GKl8vwaHlRudZmpfmlpvaOIk0eEqkF44aob9++fqkBAAAACEV0qgBAO9rr+jAMjwr31fj05zfuq/FLx0hBaZXSl+9QXnGlGprdks4cRdpYVq1bc99SQWlVt9cAAAAAhCo6VQDgLOcbQPt/Cb1ag4sLaWh2q7HF3a1DiC90FMntOXMUaXhiDMNzAQAAgG5ApwoA/FdHXR95xZVKX75Dmw58ougIh0/PFR3hUFS4b2vN6sxRJAAAAABdj1AFQLcyDI9OnW7RqcaWgB6g6ssA2rv+/I5u/r8En55vRkp/2e22riyxjUA8igQAAACEGo7/AOgWZdUn9cir72nre3WtQYXDbtOkq/roV5OuCrjjKL52fdgkhdlt510bZrcpJzO5iytsq7HFHVBHkQAAAIBQRKcKgC5XUFql0cte198O1bYJH9yGR387VKtRy14PqAGqnen62P7Bca2dNVJhHXShhNltystK6/bQKCrcEVBHkQAAAIBQRKgCoEt5j9G4z9P0YXik2S+Wqqz6pP8KO4/Odn1859pEFedkaG76wNZgIzrCobnpA1Wck6GsUQO6s1xJkt1u0/SU/j6t7e6jSAAAAECoohccQJfy5RiNJLk90vKicq3NSvNDVefn7frwJVjxdn2kJsVpbVaa1twxUo0tbkWFO/weXCzOTNaLpVWWH0UCAAAAQhWdKgC6jGF4VFjm2zEaSfpLWXVADFC9mK4Pu92mXpFhlnSCpCbFKS8rrcOjSA6bf44iAQAAAKGKUAVAl2lscauhxbdjNGfWG2rsxPrutDgzucNwwisQuz6yRg1o9yjSzNQk/XP+WL8cRQIAAABCFcd/AHSZqHCHosMdPgcrUeH2gBmg6u366Oi2yv4aQGtGe0eRjh2rs7osAAAAoMejUwVAl7HbbZqe6tsxGkmamZoUUANUO+r68OcA2oth5VEkAAAAIBTRqQKgS/kyPFWSHDYF3FEaqf2uD0IKAAAAAO2hUwVAl/Ieo3GcJ4ew26T13x0VkEdpvOj6AAAAAHAhhCoAulzWqAEqWXyDvnlNvzbDXx12m745vK9KF98Q8EdpAAAAAOBCOP7zX1988YXGjx+vI0eOqLq6WjExMVaXBAS11KQ4bZk3RobhUX2zS/KIzg8AAAAAPQqhyn89/PDDOnLkiNVlAD2O3W5T70vCrS4DAAAAALocx38kbd26VWvXrrW6DAAAAAAAEERCPlQ5fvy4Fi5caHUZAAAAAAAgyIR8qLJo0SLV1tbqnnvusboUAAAAAAAQREI6VMnPz9eWLVs0duxYPfDAA1aXAwAAAAAAgkjIDqqtqKjQT37yE/Xq1Uu5ubmy2zufL40ZM8andeXl5Ro0aJBqa2s7fQ2Etrq6OqtLQJBi78As9g7MYN/ALPYOzGLvwCyXy6Xw8K67kUZIdqoYhqH58+fL6XTqiSeeUHJystUlAQAAAACAIBOSnSqrVq3Szp07deutt2revHmmn2f37t0+rRszZow8Ho/69u1r+loIbewdmMXegVnsHZjBhXh6pwAAHItJREFUvoFZ7B2Yxd5BZ4WFdW0MEnKdKocOHdJjjz2m+Ph4rVq1yupyAAAAAABAkAqpTpXm5mZlZ2erqalJubm5SkxMtLokAAAAAAAQpII2VNm0aZPmzJnj09rBgwfrwIEDWrlypfbv369p06Zp2rRp3VwhAAAAAADoyYI2VOndu7eGDh3q09qkpCRJ0ocffihJeumll/TSSy9dcP3kyZNVUFBwkZUCAAAAAICeKGhDlQkTJqikpMTqMgAAAAAAQIgK2lDFjNzcXOXm5rb72NGjRzVixAhJUnV1tWJiYvxZGgAAAAAACDIhd/cfAAAAAACArkCogqBjGB7VN7lkGB6rSwEAAAAAhLCQOv6D4FZWfVLLispVuK9GDc1uRUc4ND2lvxZnJis1Kc7q8gAAAAAAIYZQ5b+GDBkip9NpdRnoQEFpleYU7JXrrO6Uhma38oor9WJplfKy0pQ1aoCFFQIAAAAAQg3HfxDwyqpPnhOonM1leDSnYK/Kqk/6uTIAAAAAQCgjVEHAW1ZU3mGg4uUyPFpeVO6nigAAAAAAIFRBgDMMjwr31fi0duO+GobXAgAAAAD8hlAFAa2xxa2GZrdPaxua3Wps8W0tAAAAAAAXi1AFAS0q3KHoCIdPa6MjHIoK920tAAAAAAAXi1AFAc1ut2l6Sn+f1s5I6S+73dbNFQEAAAAAcAahCgLe4sxkhV0gLAmz25STmeynigAAAAAAIFRBEEhNilNeVlqHwUqY3aa8rDSlJsX5uTIAAAAAQCgLs7oAwBdZowZoeGKMlheVa+O+GjU0uxUd4dCMlP7KyUwmUAEAAAAA+B2hCoJGalKc1malac0dI9XY4lZUuIMZKgAAAAAAyxCqIOjY7Tb1imTrAgAAAACsxUwVAAAAAAAAEwhVAAAAAAAATCBUAQAAAAAAMIFQBQAAAAAAwARCFQAAAAAAABMIVQAAAAAAAEwgVAEAAAAAADCBUAUIYobhUX2TS4bhsboUAAAAAAg5YVYXAKDzyqpPallRuQr31aih2a3oCIemp/TX4sxkpSbFWV1etzIMjxpb3IoKd8hut1ldDgAAAIAQRqgCBJmC0irNKdgr11ndKQ3NbuUVV+rF0irlZaUpa9QACyvsHqEcJAEAAAAITBz/AYJIWfXJcwKVs7kMj+YU7FVZ9Uk/V9a9CkqrlL58h/KKK9XQ7Jb0ZZCUvnyHCkqrLK4QAAAAQCgiVAGCyLKi8g4DFS+X4dHyonI/VdT9QjVIAgAAABD4CFW6WF1dnd599902v5qamuRyuawuDUHOMDwq3Ffj09qN+2p6zPDaUAySAAAAAAQHZqp0sdWrV2vJkiXnfDwhIcGCatCTNLa4W4++XEhDs1uNLW71igzu/8U7GyStuWMkw2sBAAAA+E1wf8cVgLKzszV16tQ2H5s1a5bsdpqCcHGiwh2KjnD4FKxERzgUFe7wQ1XdKxSDJAAAAADBg+8+ulifPn3Up0+fNh+LjIyUx9MzjmLAOna7TdNT+iuvuPKCa2ek9O8RHRuhGCQBAAAACB60TwBBZHFmssIuEJaE2W3KyUz2U0Xdyxsk+aKnBEkAAAAAggehChBEUpPilJeV1mGwEma3KS8rTalJcX6urPuEWpAEAAAAIHgQqgBBJmvUABXnZGhu+kBFR5w57hId4dDc9IEqzslQ1qgBFlfYtUIxSAIAAAAQHJipAgSh1KQ4rc1K05o7Rqqxxa2ocEePPvqSNWqAhifGaHlRuTbuq1FDs1vREQ7NSOmvnMxkAhUAAAAAliBUAYKY3W4LmbvdhFqQBAAAACDwhcZ3YwB6jFAKkgAAAAAENmaqAAAAAAAAmECoAgAAAAAAYAKhCgAAAAAAgAmEKgAAAAAAACYQqgABzjA8qm9yyTA8VpcCAAAAADgLt9AAAlRZ9Uk9sWW//nboUzWG91Z0hEPTU/prcWayUpPirC4PAAAAAEIenSpAACoorVL68h3aWFatxha3JKmh2a284kqlL9+hgtIqiysEAAAAABCqAAGmrPqk5hTslauD4z4uw6M5BXtVVn3Sz5UBAAAAAM5GqAIEmGVF5R0GKl4uw6PlReV+qggAAAAA0B5CFSCAGIZHhftqfFq7cV8Nw2sBAAAAwEKEKkAAaWxxq6HZ7dPahmZ367wVAAAAAID/EaoAASQq3KHoCIdPa6MjHIoK920tAAAAAKDrEaoAAcRut2l6Sn+f1s5I6S+73dbNFQEAAAAAOkKoAgSYxZnJCrtAWBJmtyknM9lPFXWeYXhU3+Ri5gsAAACAHi3M6gIAtJWaFKe8rLQzt1Vu5/Ewu015WWlKTYrze20XUlZ9UsuKylW4r0YNzW5FRzg0PaW/FmcmB2S9AAAAAHAxCFWAAJQ1aoCGJ8boyS3F+n+HPlWjzsxQmZHSXzkBGlAUlFadCYLO6k5paHYrr7hSL5ZWKS8rTVmjBlhYIQAAAAB0LUIVIEClJsXpd7eP0MrvXKve8QmKCncE7AyVsuqT5wQqZ3MZHs0p2KvhiTEBGQgBAAAAgBnMVAECnN1uU6/IsIANVCRpWVF5h4GKl8vwaHlRuZ8qAgAAAIDuR6gC4KIYhkeF+2p8WrtxXw3DawEAAAD0GBz/8YPKyko1NzfrmmuusboUBBm32y1JcjgcFlfSMcMjNdSe8mltg6RrNvdWADfd9BjBsHcQmNg7MIN9A7PYOzCLvQOzjhw5ooiIiC57PkIVP2hsbJTH45FhGH67ptvt1meffab4+Hi//EXj7+tZcU0rXuORI0ckScnJ/rl9stnXaJNNHl24A8Umm+QxdHazCnunewTL3gmma4bCa5TYOz3helZc09/7RgqNz2sovMZQ2Duh8HW04prsnZ5xTSteo8vlag3luoLN6XTSi9/NxowZI0navXu336757rvv6mtf+5refvttXX311T3uelZc04rX6O+9EwpfRyuuyd7pGdcMhdcosXd6wvWsuGYovNex4pqh8BpDYe+EwtfRimuyd3rGNXvCex1mqgAAAAAAAJhAqAIAAAAAAGACoQoAAAAAAIAJhCoAAAAAAAAmOH76058+anURPd3q1aslSdnZ2X69bnR0tDIyMtSrV68eeT0rrunv61mxd0Lh62jFNdk7PeOaofAa2Ts943r+vmaovNex4po9/TWGyt7p6V9HK67J3uk51wz29zrc/ccPrJhMjZ6BvQOz2Dswi70DM9g3MIu9A7PYOzCLu/8AAAAAAAAEAEIVAAAAAAAAEwhVAAAAAAAATGCmCgAAAAAAgAl0qgAAAAAAAJhAqAIAAAAAAGACoQoAAAAAAIAJhCoAAAAAAAAmEKoAAAAAAACYQKgCBAm32601a9Zo4sSJGjRokBISEnTllVfqrrvuUklJidXlAQBCkMfj0XPPPafMzEwlJSVp8ODBmjJlil599VWrSwMAoI2SkhLddddduuqqq5SQkKBBgwbptttu05o1a+R2u00/L7dUDgBffPGFxo8fryNHjqi6uloxMTFWl4QAYxiGsrKyOnyT6nA49Mwzz2j27Nl+rgzBYteuXcrNzdXu3bt17NgxxcTEaOTIkbr77rv1ne98x+ryECT+8Y9/aPr06dqwYYMmTZpkdTmwmMfj0ezZs7Vly5Z2H3/kkUf04IMP+rkqBCPDMHTllVdq7NixWr9+vdXlIMDV1tbqd7/7nbZt26aKigpJ0hVXXKEpU6Zo4cKFuvTSSy2uEIGosLBQ9957r1wuV7uPT5gwQX/5y18UHh7e6eemUyUAPPzwwzpy5IjVZSCA/elPf9Krr74qu92uRYsWqaSkRDU1NdqxY4duueUWud1u/eAHP9AHH3xgdakIQM8884wmTZqkzZs3q6amRi0tLfrss8/073//W3PmzFF2drYMw7C6TAQBvtnB2VatWqUtW7YoMjJSK1asUGVlpQ4fPqxFixZJkp544gnt3LnT4ioRDLZt26ZPP/3U6jIQBN59912NGzdOK1eu1HvvvaeGhgY1NDTo0KFDeuqpp5SRkcH7YZzj+PHj+v73vy+Xy6X09HRt27ZNlZWVOnjwoB599FFFRERo+/bt+u1vf2vq+QlVLLZ161atXbvW6jIQ4PLy8iRJCxYs0OOPP66hQ4eqV69eSk1N1Z///GcNGzZMLS0tevHFFy2uFIFmz549+sUvfiFJuuOOO1RSUqK6ujoVFxcrOztbNptNGzZs0NNPP21xpQh0L7zwgjZv3mx1GQgQTU1NWrFihSTpV7/6lebNm6fY2Fj169dPjz/+uO688055PB7Tb1AROj788EM99NBDVpeBIODxeDRv3jzV1tYqOTlZhYWF+uSTT3T48GH94Q9/UN++fXX06FHNmjVLLS0tVpeLAFJYWKj6+nolJSXpb3/7m66//nrFxsZq0KBBWrx4sX70ox9JktatW2fq+QlVLHT8+HEtXLjQ6jIQ4Jqbm7V//35J0syZM895PCIiQpMnT5YkHTx40K+1IfA9++yzMgxDN954o1avXq2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3vqG///3vWrBgwTnP5XA4WrtP+vTpo+Tk5DaPe+eqSMxTAQCgp7I5nU6P1UUAAAAAAAAEGzpVAAAAAAAATCBUAQAAAAAAMIFQBQAAAAAAwARCFQAAAAAAABMIVQAAAAAAAEwgVAEAAAAAADCBUAUAAAAAAMAEQhUAAAAAAAATCFUAAAAAAABMIFQBAAAAAAAwgVAFAAAAAADABEIVAAAAAAAAEwhVAAAAAAAATCBUAQAAAAAAMIFQBQAAAAAAwIT/DyCZ7dUmucm4AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 545.833x397.222 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 382,
       "width": 554
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import proplot as plot\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "f,axs=plot.subplots(ncols=1,axwidth=5,share=0,aspect=1.5)\n",
    "ax=axs[0]\n",
    "\n",
    "ax.scatter(data_std['tcw'],data_std['Heat_source'])\n",
    "slope,intercept,r,pvalue,stderr=stats.linregress(data_std['tcw'],data_std['Heat_source'])\n",
    "ax.plot(data_std['tcw'],data_std['tcw']*slope+intercept,'k-')\n",
    "# ax.text(2,-2,'R^2=%f'%(r*r))\n",
    "# ax.axhline(y=np.quantile(data_std['tcw'],0.9),color='r',linestyle='--')\n",
    "# ax.axvline(x=np.quantile(data_std['Heat_source'],0.9),color='b',linestyle='--')\n",
    "\n",
    "ax.format(ylabel='Heating Source',xlabel='tcw',xlim=(-4,3))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
